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48/100

OVERALL SCORE

Level 2, Agent-Limited

Priority improvements needed for AI agents
AIDiscoverability27%Agent Easeof Use12%Security& Trust60%GEO, AIO, AEO65%SEO92%Performance& Accessibility67%
  • AI Discoverability 27 out of 100
  • Agent Ease of Use 12 out of 100
  • Security & Trust 60 out of 100
  • GEO, AIO and AEO 65 out of 100
  • SEO 92 out of 100
  • Performance and Accessibility 67 out of 100

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Next step

Turn this report into a fix workflow

28 failed checks are ready to move into MCP or CLI remediation. Generate a repair prompt, connect the scanner to your coding agent, or open the integration docs before your next rescan.

Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
27
Priority fix5180View details
Discoverability
17
Priority fix270View details
Content Readiness
33
Priority fix280View details
Bot Access Control
33
Priority fix130View details
Agent Ease of Use
12
Priority fix5313View details
API
17
Priority fix180View details
Auth
Not Applicable
Not Applicable070View details
MCP
13
Priority fix062View details
Skill Discovery
5
Priority fix0101View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
65
Needs work4412View details
GEO Readiness
67
Needs work114View details
AIO Readiness
55
Needs work124View details
AEO Readiness
72
Needs work214View details
SEO
92
Strong1010View details
SEO
92
Strong1010View details
Security & Trust
60
Needs work720View details
Security & Trust
60
Needs work320View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
67
Needs work2442View details
Performance
54
Needs work1732View details
Accessibility
92
Strong710View details

Prioritized recommendations

Issues ranked by score impact

50 items need attention

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

50 Fail

Needs attention

Content Signal

Failed check
01

Issue

No Content Signal found in robots.txt

02

Why it matters

Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

Declare AI content usage preferences with Content Signal in robots.txt.

Result

Content Signal is missing or incomplete.

Evidence
{
  "signals": [],
  "ai-train": false,
  "search": false,
  "ai-input": false
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

50 Fail

Needs attention

Content-Security-Policy

Failed check
01

Issue

Content-Security-Policy is missing or incomplete.

02

Why it matters

Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Constrain script, style, frame, and resource loading with a Content-Security-Policy header.

Result

Content-Security-Policy is missing or incomplete.

Evidence
{
  "header": "content-security-policy",
  "value": null
}

Security & TrustSecurity & TrustEstablished

HSTS header

HSTS header is missing or incomplete.

50 Fail

Needs attention

HSTS header

Failed check
01

Issue

HSTS header is missing or incomplete.

02

Why it matters

HSTS tells browsers to keep using HTTPS after the first secure visit, reducing downgrade and mixed-transport risk for repeat users.

Check name

HSTS header

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Require HTTPS for repeat visits with Strict-Transport-Security.

Result

HSTS header is missing or incomplete.

Evidence
{
  "header": "strict-transport-security",
  "value": "max-age=7776000"
}

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

Web Bot Auth request signing failed at "Fetch to find resource".

50 Fail

Needs attention

Web Bot Auth request signing

Failed check
01

Issue

Web Bot Auth request signing was not found at the expected path.

02

Why it matters

Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.

Result

Web Bot Auth request signing failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    Web Bot Auth request signing was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

33 Fail

Needs attention

API Catalog

Failed check
01

Issue

The API catalog endpoint did not return HTTP 2xx.

02

Why it matters

API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish an API catalog for automated API discovery using RFC 9727.

Result

API Catalog failed at "Fetch API catalog".

Validation steps

  1. Fetch API catalog

    The API catalog endpoint did not return HTTP 2xx.

  2. Validate RFC 9727 linkset

    Response is not valid JSON.

  3. Fetch advertised API catalog targets

    API Catalog did not expose any same-origin hrefs to validate.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 403,
        "contentType": "text/html"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

33 Fail

Needs attention

OpenAPI discovery

Failed check
01

Issue

OpenAPI YAML document did not match the expected shape. Content-Type "text/html" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

02

Why it matters

OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

  1. Find valid OpenAPI document

    OpenAPI YAML document did not match the expected shape. Content-Type "text/html" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is missing or incomplete.

25 Fail

Needs attention

Content freshness signals

Failed check
01

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.

02

Why it matters

Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.

Check name

Content freshness signals

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose modified and published dates for freshness-aware retrieval and ranking.

Result

Content freshness signals is missing or incomplete.

Evidence
{
  "lastModified": null,
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 0
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

llms.txt failed at "Fetch to find resource".

25 Fail

Needs attention

llms.txt

Failed check
01

Issue

llms.txt was not found at the expected path.

02

Why it matters

llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

Publish llms.txt to summarize agent-readable site guidance.

Result

llms.txt failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    llms.txt was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

25 Fail

Needs attention

Markdown negotiation

Failed check
01

Issue

Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.

02

Why it matters

Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

  1. Markdown content type

    Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.

  2. Vary: Accept header

    Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".

  3. Structured Markdown body

    Markdown response is missing a heading.

Evidence
{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "Accept-Encoding"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 35908,
        "excerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><script data-testid=\"iasscript\" async=\"\" src=\"//static.adsafeprotected.com/iasPET.1.js\"></sc",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

MCP Server Card failed at "Fetch to find resource".

25 Fail

Needs attention

MCP Server Card

Failed check
01

Issue

MCP Server Card was not found at the expected path.

02

Why it matters

MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

MCP Server Card failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    MCP Server Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

mcp.json failed at "Fetch to find resource".

25 Fail

Needs attention

mcp.json

Failed check
01

Issue

mcp.json was not found at the expected path.

02

Why it matters

MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.

Result

mcp.json failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    mcp.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: skipped heading levels; 6 links missing accessible names; 0/1 applicable form inputs have autocomplete attributes (1 missing).

Details

02

Why it matters

Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence
{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": false,
  "accessibleLinks": false,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [
      "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/2026/06/how-people-are-really-using-ai-in-2026\" aria-label tabindex=\"0\" aria-hidden=\"false\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"false\"></div></a>",
      "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/2026/05/cyber-defense-has-to-move-at-the-speed-of-ai\" aria-label tabindex=\"0\" aria-hidden=\"false\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"false\"></div></a>",
      "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/2026/07/how-elite-sports-coaches-make-high-pressure-decisions\" aria-label tabindex=\"0\" aria-hidden=\"false\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"false\"></div></a>",
      "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/case-selections/#tesla-and-elon-musk?ab=HP-bottom-sub-exclusive-image-1\" tabindex=\"-1\" aria-hidden=\"true\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"true\"></div></a>",
      "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/2011/07/are-you-a-collaborative-leader?ab=HP-bottom-sub-exclusive-image-2\" tabindex=\"-1\" aria-hidden=\"true\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"true\"></div></a>",
      "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/1996/09/building-your-companys-vision?ab=HP-bottom-sub-exclusive-image-3\" tabindex=\"-1\" aria-hidden=\"true\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"true\"></div></a>"
    ],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [
      "<input class=\"SearchForm-module_search-field__e6XeP TextInput-module_input__bLrqx\" type=\"search\" id=\"text-input_R_iqdr6_\" aria-invalid=\"false\" placeholder=\"Search hbr.org\" name=\"term\" value>"
    ],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": [
      "h2: Explore HBR",
      "h2: Popular Topics",
      "h2: For Subscribers",
      "h2: My Account",
      "h1: When Purpose Backfires",
      "h3: How People Actually Get to the C-Suite in S&P 500 Companies",
      "h3: Our Favorite Management Tips on Giving Feedback",
      "h2: The Latest",
      "h3: How C-Suite and Board Roles Are Being Reshaped Around AI",
      "h3: AI Has Broken Hiring. Here’s How to Fix It.",
      "h3: Finding Your New Strategic Center",
      "h3: AI Is Rewriting the Economics of Outsourcing",
      "h3: What a Fragmenting Digital Economy Means for Global Competition",
      "h3: Your Company Needs an Energy Strategy for AI’s Next Phase",
      "h3: How Chinese Firms Are Saving Western Brands",
      "h3: Why Effective Leaders Get Branded as Problems",
      "h3: Big Tech’s Looming Capability Crisis",
      "h3: Why AI Works Best When It Works with Humans",
      "h3: How to Cultivate Your “Personal Power” as a Leader",
      "h2: How People Are Really Using AI in 2026",
      "h3: An Analysis of 12,637 AI Use Cases",
      "h2: HBR Executive Agenda",
      "h3: “Cyber Defense Has to Move at the Speed of AI”",
      "h3: How Executives Should Deal with Heightened Security Risk",
      "h3: How to Succeed Like Apple’s Tim Cook",
      "h2: How Elite Sports Coaches Make High-Pressure Decisions",
      "h3: Insights from Interviews with 11 World-Class Coaches",
      "h2: The Magazine",
      "h3: The False Alignment Trap",
      "h3: What Companies Get Wrong About Decision Rights",
      "h3: The Power of Strategic Centering",
      "h3: What Customer Workarounds Can Reveal About Your Business Model",
      "h3: U.S. Medical Centers Need a New Model for Drug Discovery and Development",
      "h3: How the Walkman, Game Boy, Liquid Death, and Pokémon Became Surprise Hits",
      "h3: When Purpose Backfires",
      "h3: The U.S. Research Talent Pipeline Is in Trouble",
      "h3: Research: As Careers Get Longer, Midcareer Work Needs to Change",
      "h3: Competitive Business Leaders Need Clear AI Vision to Break the Ceiling of Innovation",
      "h3: Research: When Consumers Have More Control Over Ads, They Respond Better",
      "h3: Research: Traditional Marketing Doesn’t Work on AI Shopping Agents",
      "h3: How the Walkman, Game Boy, Liquid Death, and Pokémon Became Surprise Hits",
      "h3: Managers Are Struggling to Keep Up with the AI Productivity Boom",
      "h3: Tapping into Your Team’s Circadian Rhythms",
      "h3: You Should Take That “Boring” Meeting",
      "h3: How C-Suite and Board Roles Are Being Reshaped Around AI",
      "h3: AI Has Broken Hiring. Here’s How to Fix It.",
      "h3: AI Is Rewriting the Economics of Outsourcing",
      "h3: The Hidden Demand for AI Inside Your Company",
      "h3: Are You Overburdening Your Most Engaged Employees?",
      "h3: When You Have to Assign Work No One Wants to Do",
      "h3: The Rise of the Urban Knowledge Campus",
      "h3: Research Roundup: Salary Disparities, Managers Who Squash Ideas, Exclamation Points, and More",
      "h3: When Professional and Personal Setbacks Hit at the Same Time",
      "h2: Popular",
      "h3: Don’t Underestimate the Value of Professional Friendships",
      "h3: Managers Are Struggling to Keep Up with the AI Productivity Boom",
      "h3: Research: Why Some Companies Weather Trade Wars Better Than Others",
      "h3: How People Are Really Using AI in 2026",
      "h2: Newsletters",
      "h3: HBR Executive Agenda",
      "h3: Weekly Hotlist",
      "h3: Management Tip of the Day",
      "h2: HBR Subscriber Exclusives",
      "h3: Tesla and Elon Musk",
      "h3: Are You a Collaborative Leader?",
      "h3: Building Your Company's Vision",
      "h2: Podcasts",
      "h3: How to Cultivate Your “Personal Power” as a Leader",
      "h3: Reinventing an Organization to Do More with Less",
      "h3: How Shake Shack Balanced Digitalization with Its Hospitality Ethos",
      "h2: Partner Center",
      "h3: Explore HBR",
      "h3: HBR Store",
      "h3: About HBR",
      "h3: Manage My Account",
      "h3: Follow HBR"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 76,
    "links": 252,
    "inaccessibleLinks": 6,
    "buttons": 18,
    "inaccessibleButtons": 0,
    "images": 5,
    "imagesWithAlt": 5,
    "autocompleteInputs": 1,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 1
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check
01

Issue

WebMCP manifest was not found at the expected path.

02

Why it matters

A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    WebMCP manifest was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

A2A Agent Card failed at "Fetch to find resource".

20 Fail

Needs attention

A2A Agent Card

Failed check
01

Issue

A2A Agent Card was not found at the expected path.

02

Why it matters

A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent card so A2A-compatible clients can discover capabilities.

Result

A2A Agent Card failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    A2A Agent Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

Agent Skills index failed at "Fetch to find resource".

20 Fail

Needs attention

Agent Skills index

Failed check
01

Issue

Agent Skills index was not found at the expected path.

02

Why it matters

An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

Agent Skills index failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    Agent Skills index was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

agent.json failed at "Fetch to find resource".

20 Fail

Needs attention

agent.json

Failed check
01

Issue

agent.json was not found at the expected path.

02

Why it matters

agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.

Result

agent.json failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    agent.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

agents.json failed at "Fetch to find resource".

20 Fail

Needs attention

agents.json

Failed check
01

Issue

agents.json was not found at the expected path.

02

Why it matters

agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.

Result

agents.json failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    agents.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

20 Fail

Needs attention

High-value schema types

Failed check
01

Issue

No high-value schema types (e.g. Article, Product, Service) were found.

02

Why it matters

High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Use schema types that describe the page's primary content or offering.

Result

High-value schema types is missing or incomplete.

Evidence
{
  "found": [],
  "expected": [
    "Article",
    "BlogPosting",
    "NewsArticle",
    "Product",
    "SoftwareApplication",
    "FAQPage",
    "LocalBusiness",
    "VideoObject",
    "HowTo",
    "Event",
    "Course",
    "Review",
    "Service"
  ],
  "allTypes": []
}

AI DiscoverabilityDiscoverabilityEstablished

JSON-LD present

JSON-LD present is missing or incomplete.

20 Fail

Needs attention

JSON-LD present

Failed check
01

Issue

No JSON-LD blocks found.

02

Why it matters

JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.

Check name

JSON-LD present

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Expose schema.org JSON-LD so AI search systems can parse page entities.

Result

JSON-LD present is missing or incomplete.

Evidence
{
  "blocks": 0,
  "validBlocks": 0,
  "schemaContextBlocks": 0,
  "errors": [],
  "documents": [],
  "nodes": []
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

20 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

Why it matters

Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. Fetch same-origin Link header targets

    Link headers did not expose any same-origin targets to validate.

Evidence
{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": []
      },
      "issue": "No useful agent discovery Link headers were found.",
      "howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
    },
    {
      "id": "target-validation",
      "title": "Fetch same-origin Link header targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin Link header targets were available to fetch."
          }
        ]
      },
      "issue": "Link headers did not expose any same-origin targets to validate.",
      "howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

20 Fail

Needs attention

Organization / WebSite schema

Failed check
01

Issue

Neither Organization nor WebSite schema types were found in JSON-LD.

02

Why it matters

Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.

Check name

Organization / WebSite schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Identify the site owner and website entity in structured data.

Result

Organization / WebSite schema is missing or incomplete.

Evidence
{
  "found": [],
  "allTypes": []
}

AI DiscoverabilityDiscoverabilityEstablished

Sitemap

Sitemap is missing or incomplete.

20 Fail

Needs attention

Sitemap

Failed check
01

Issue

No valid XML sitemap found at checked locations: https://hbr.org/sitemap.xml, https://hbr.org/sitemap_index.xml, https://hbr.org/sitemap-index.xml.

02

Why it matters

Sitemaps help crawlers and agents discover canonical URLs, updated pages, and deeper content that may not be obvious from the homepage navigation.

Check name

Sitemap

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Publish a sitemap and reference it from robots.txt.

Result

Sitemap is missing or incomplete.

Evidence
{
  "checked": [
    "https://hbr.org/sitemap.xml",
    "https://hbr.org/sitemap_index.xml",
    "https://hbr.org/sitemap-index.xml"
  ]
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint failed at "Validate resource body".

17 Fail

Needs attention

AI context endpoint

Failed check
01

Issue

Content-Type "null" is not JSON, Markdown, or text/plain.

02

Why it matters

A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.

Check name

AI context endpoint

Score

50/100

Status

fail

Category

API

Maturity

Emerging recommendation

Goal

Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.

Result

AI context endpoint failed at "Validate resource body".

Validation steps

  1. Validate resource body

    Content-Type "null" is not JSON, Markdown, or text/plain.

Evidence
{
  "failedStep": "validate",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch discovery resource",
      "status": "pass",
      "evidence": {
        "path": "/api/ai/context",
        "statusCode": 200,
        "contentType": null
      }
    },
    {
      "id": "validate",
      "title": "Validate resource body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Content-Type \"null\" is not JSON, Markdown, or text/plain.",
        "rawExcerpt": ""
      },
      "issue": "Content-Type \"null\" is not JSON, Markdown, or text/plain.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check
01

Issue

No DNS-AID entrypoint records were found under _agents.

02

Why it matters

DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.

Result

DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".

Validation steps

  1. Resolve DNS-AID SVCB/HTTPS records

    No DNS-AID entrypoint records were found under _agents.

  2. Validate alpn and endpoint parameters

    Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.

  3. Check DNSSEC material

    DNSSEC material was not visible for the hostname or parent zone from this resolver.

Evidence
{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "hbr.org",
        "probes": [
          {
            "name": "_index._agents.hbr.org",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.hbr.org",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          }
        ]
      },
      "issue": "No DNS-AID entrypoint records were found under _agents.",
      "howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
    },
    {
      "id": "service-params",
      "title": "Validate alpn and endpoint parameters",
      "status": "informational",
      "evidence": {
        "discovered": []
      },
      "howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
    },
    {
      "id": "dnssec",
      "title": "Check DNSSEC material",
      "status": "warning",
      "evidence": {
        "hasDnssecMaterial": false,
        "checked": [
          {
            "name": "hbr.org",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          }
        ]
      },
      "issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
      "howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP

WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".

13 Warning

Needs attention

WebMCP

Warning
01

Issue

WebMCP declarative annotations need fixes.

Details

02

Why it matters

WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

Support WebMCP to expose site tools to AI agents via the browser.

Result

WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".

Validation steps

  1. Detect data-mcp-tool annotations

    No data-mcp-tool attributes were found on interactive elements.

  2. Detect WebMCP declarative tags

    No elements found with tool-name or tool-description attributes.

  3. Validate WebMCP declarative annotation quality

    WebMCP declarative annotations need fixes.

    WebMCP declarative annotation issues
    • <input name="term"> is missing tool-param-description.
  4. Detect WebMCP imperative API usage

    navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.

  5. Detect WebMCP browser navigator injection

    navigator.modelContext was not detected in the rendered browser page.

  6. Interactive surface coverage

    Only 0% of interactive surfaces are annotated.

Evidence
{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 1,
        "formsWithTags": 0,
        "totalInteractive": 271,
        "interactiveWithTags": 0,
        "totalCount": 272,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"term\"> is missing tool-param-description."
        ]
      },
      "issue": "No elements found with tool-name or tool-description attributes.",
      "howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
    },
    {
      "id": "declarative-annotation-quality",
      "title": "Validate WebMCP declarative annotation quality",
      "status": "warning",
      "evidence": {
        "issueCount": 1,
        "issues": [
          "<input name=\"term\"> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input name=\"term\"> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 1,
        "formsWithTags": 0,
        "totalInteractive": 271,
        "interactiveWithTags": 0,
        "totalCount": 272,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"term\"> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 1,
    "formsWithTags": 0,
    "totalInteractive": 271,
    "interactiveWithTags": 0,
    "totalCount": 272,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"term\"> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 0/100 and needs a fix.

7 Fail

Needs attention

AIO: Visible structured data match

Failed check
01

Issue

No JSON-LD structured data was detected.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Visible structured data match

Score

0/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Visible structured data match scored 0/100 and needs a fix.

Evidence
{
  "schemaCount": 0,
  "mismatches": [],
  "score": 0,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 40/100 and needs a fix.

6 Fail

Needs attention

AEO: Answer evidence and trust

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

02

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer evidence and trust scored 40/100 and needs a fix.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "//www.linkedin.com/company/harvard-business-review?trk=biz-companies-cym",
      "text": "",
      "html": "<a aria-label=\"HBR on LinkedIn\" class=\"Anchor-module_anchor__uhpem MegaMenu-module_link__y5yqH MegaMenu-module_link-default__a864e\" href=\"//www.linkedin.com/company/harvard-business-review?trk=biz-companies-cym\" rel=\"noopener noreferrer\" target=\"_blank\"><span class=\"FontIcon-module_icon__sgsQL FontIcon-module_linkedin__pU2s2\" role=\"presentation\"></span></a>"
    },
    {
      "href": "/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-image-3",
      "text": "",
      "html": "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-image-3\" aria-label=\"Read more about Your Company Needs an Energy Strategy for AI&#x2019;s Next Phase\" tabindex=\"0\" aria-hidden=\"false\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"false\"></div></a>"
    },
    {
      "href": "/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-text-3",
      "text": "Your Company Needs an Energy Strategy for AI’s Next Phase",
      "html": "<a class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed-link\" href=\"/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-text-3\" aria-label=\"Read more about Your Company Needs an Energy Strategy for AI&#x2019;s Next Phase\">Your Company Needs an Energy Strategy for AI&#x2019;s Next Phase</a>"
    },
    {
      "href": "/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-text-3",
      "text": "Yinuo Tang and Eric Yanfei Zhao",
      "html": "<a class=\"DigitalArticleCard-module-scss-module__91GfPG__byline-link\" href=\"/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-text-3\">Yinuo Tang and Eric Yanfei Zhao</a>"
    },
    {
      "href": "/2026/07/what-companies-get-wrong-about-decision-rights?ab=HP-magazine-text-2",
      "text": "What Companies Get Wrong About Decision Rights",
      "html": "<a class=\"MagazineZone-module-scss-module__TYsQmG__article-link\" data-element-type=\"magazine-zone__article-element-hover\" href=\"/2026/07/what-companies-get-wrong-about-decision-rights?ab=HP-magazine-text-2\" aria-label=\"Read more about What Companies Get Wrong About Decision Rights\">What Companies Get Wrong About Decision Rights</a>"
    },
    {
      "href": "/2026/07/what-companies-get-wrong-about-decision-rights?ab=HP-magazine-text-2",
      "text": "Lindy Greer, Jennifer Jordan and Maxim Sytch",
      "html": "<a class=\"MagazineZone-module-scss-module__TYsQmG__article-link\" href=\"/2026/07/what-companies-get-wrong-about-decision-rights?ab=HP-magazine-text-2\" aria-label=\"Read more about What Companies Get Wrong About Decision Rights\">Lindy Greer, Jennifer Jordan and Maxim Sytch</a>"
    },
    {
      "href": "/2026/05/what-customer-workarounds-can-reveal-about-your-business-model?ab=HP-topics-image-2",
      "text": "",
      "html": "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/2026/05/what-customer-workarounds-can-reveal-about-your-business-model?ab=HP-topics-image-2\" aria-label=\"Read more about Product Development\" tabindex=\"0\" aria-hidden=\"false\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"false\"></div></a>"
    },
    {
      "href": "/2026/05/what-customer-workarounds-can-reveal-about-your-business-model?ab=HP-topics-text-2",
      "text": "What Customer Workarounds Can Reveal About Your Business Model",
      "html": "<a class=\"ListBox-module-scss-module__K5DicG__topic-title-link\" href=\"/2026/05/what-customer-workarounds-can-reveal-about-your-business-model?ab=HP-topics-text-2\" aria-label=\"Read more about What Customer Workarounds Can Reveal About Your Business Model\">What Customer Workarounds Can Reveal About Your Business Model</a>"
    },
    {
      "href": "/2026/04/the-hidden-demand-for-ai-inside-your-company?ab=HP-topics-image-23",
      "text": "",
      "html": "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/2026/04/the-hidden-demand-for-ai-inside-your-company?ab=HP-topics-image-23\" aria-label=\"Read more about Delegating\" tabindex=\"0\" aria-hidden=\"false\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"false\"></div></a>"
    },
    {
      "href": "/2026/04/the-hidden-demand-for-ai-inside-your-company?ab=HP-topics-text-23",
      "text": "The Hidden Demand for AI Inside Your Company",
      "html": "<a class=\"ListBox-module-scss-module__K5DicG__topic-title-link\" href=\"/2026/04/the-hidden-demand-for-ai-inside-your-company?ab=HP-topics-text-23\" aria-label=\"Read more about The Hidden Demand for AI Inside Your Company\">The Hidden Demand for AI Inside Your Company</a>"
    },
    {
      "href": "/1996/09/building-your-companys-vision?ab=HP-bottom-sub-exclusive-text-3",
      "text": "Building Your Company's Vision",
      "html": "<a href=\"/1996/09/building-your-companys-vision?ab=HP-bottom-sub-exclusive-text-3\" aria-label=\"Building Your Company&apos;s Vision\" class=\"SubscriberExclusivesColumn-module-scss-module__kFbApa__title\">Building Your Company&apos;s Vision</a>"
    },
    {
      "href": "/1996/09/building-your-companys-vision?ab=HP-bottom-sub-exclusive-image-3",
      "text": "",
      "html": "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/1996/09/building-your-companys-vision?ab=HP-bottom-sub-exclusive-image-3\" tabindex=\"-1\" aria-hidden=\"true\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"true\"></div></a>"
    },
    {
      "href": "/about-hbr",
      "text": "Masthead",
      "html": "<a class=\"Anchor-module_anchor__uhpem Footer-module_link__v0KZS\" href=\"/about-hbr\">Masthead</a>"
    },
    {
      "href": "/about-hbr",
      "text": "Masthead",
      "html": "<a class=\"Anchor-module_anchor__uhpem Footer-module_link__v0KZS\" href=\"/about-hbr\">Masthead</a>"
    },
    {
      "href": "https://www.linkedin.com/company/harvard-business-review?trk=biz-companies-cym",
      "text": "LinkedIn",
      "html": "<a class=\"Anchor-module_anchor__uhpem Footer-module_link__v0KZS\" href=\"https://www.linkedin.com/company/harvard-business-review?trk=biz-companies-cym\">LinkedIn</a>"
    },
    {
      "href": "/corporate/about",
      "text": "About Us",
      "html": "<a class=\"Anchor-module_anchor__uhpem FinePrint-module_link__7R6Yu\" href=\"/corporate/about\">About Us</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact-us",
      "text": "Contact Us",
      "html": "<a class=\"Anchor-module_anchor__uhpem Footer-module_link__v0KZS\" href=\"/contact-us\">Contact Us</a>"
    },
    {
      "href": "https://hbphelp.zendesk.com/hc/en-us",
      "text": "Help Center",
      "html": "<a class=\"Anchor-module_anchor__uhpem Footer-module_link__v0KZS\" href=\"https://hbphelp.zendesk.com/hc/en-us\">Help Center</a>"
    },
    {
      "href": "/subscriber-help#contact-customer-service",
      "text": "Contact Customer Service",
      "html": "<a class=\"Anchor-module_anchor__uhpem Footer-module_link__v0KZS\" href=\"/subscriber-help#contact-customer-service\">Contact Customer Service</a>"
    },
    {
      "href": "/contact-us",
      "text": "Contact Us",
      "html": "<a class=\"Anchor-module_anchor__uhpem Footer-module_link__v0KZS\" href=\"/contact-us\">Contact Us</a>"
    },
    {
      "href": "https://hbphelp.zendesk.com/hc/en-us",
      "text": "Help Center",
      "html": "<a class=\"Anchor-module_anchor__uhpem Footer-module_link__v0KZS\" href=\"https://hbphelp.zendesk.com/hc/en-us\">Help Center</a>"
    },
    {
      "href": "/subscriber-help#contact-customer-service",
      "text": "Contact Customer Service",
      "html": "<a class=\"Anchor-module_anchor__uhpem Footer-module_link__v0KZS\" href=\"/subscriber-help#contact-customer-service\">Contact Customer Service</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/privacy-policy",
      "text": "Privacy Policy",
      "html": "<a class=\"Anchor-module_anchor__uhpem FinePrint-module_link__7R6Yu\" href=\"/privacy-policy\">Privacy Policy</a>"
    },
    {
      "href": "/terms-of-use",
      "text": "Terms of Use",
      "html": "<a class=\"Anchor-module_anchor__uhpem FinePrint-module_link__7R6Yu\" href=\"/terms-of-use\">Terms of Use</a>"
    }
  ],
  "score": 40,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: AI crawler accessibility

GEO: AI crawler accessibility scored 45/100 and needs a fix.

5 Fail

Needs attention

GEO: AI crawler accessibility

Failed check
01

Issue

robots.txt blocks these AI crawlers: gptbot, chatgpt-user, google-extended. No rendered JSON-LD schema block was detected.

Details

02

Why it matters

Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.

Check name

GEO: AI crawler accessibility

Score

45/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: AI crawler accessibility scored 45/100 and needs a fix.

Evidence
{
  "textWords": 1074,
  "htmlBytes": 380241,
  "robots": {
    "checkedCrawlers": [
      "gptbot",
      "chatgpt-user",
      "claudebot",
      "perplexitybot",
      "google-extended"
    ],
    "blocked": [
      "gptbot",
      "chatgpt-user",
      "google-extended"
    ],
    "allows": false
  },
  "schemaBlocks": 0,
  "finalUrl": "https://hbr.org/",
  "robotsExcerpt": "User-Agent: *\nDisallow: /resources/\nAllow: /resources/js\nAllow: /resources/css\nAllow: /resources/images/\nAllow: /resources/xml/sitemaps/\nDisallow: /fastanswers\nDisallow: /my-library*\nDisallow: /email-colleague/\nDisallow: /add-to-cart/\nDisallow: /login*\nDisallow: /shopping-cart/\nDisallow: /shipping-payment\nDisallow: /review-order\nDisallow: /order/thank-you/\nDisallow: /content/ipad/\nDisallow: /newsletters*\nDisallow: /product/recommended*\nDisallow: /webinar-assessment\nDisallow: /search*\nDisallow: /academic-subscriptions\nDisallow: /alumni-subscriptions\nAllow: /resources/html/infographics/2018/ceo-activism-desktop/index.html\nDisallow: /resources/html/error/404.html\nDisallow: /sponsored/2022/10/disruptors-who-are-changing-their-industries\nDisallow: /api/recaptcha/enabled\nDisallow: /register?*\nDi",
  "score": 45,
  "weight": 26
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 40/100 and needs a fix.

5 Fail

Needs attention

AIO: Source and trust signals

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Source and trust signals scored 40/100 and needs a fix.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "//www.linkedin.com/company/harvard-business-review?trk=biz-companies-cym",
      "text": "",
      "html": "<a aria-label=\"HBR on LinkedIn\" class=\"Anchor-module_anchor__uhpem MegaMenu-module_link__y5yqH MegaMenu-module_link-default__a864e\" href=\"//www.linkedin.com/company/harvard-business-review?trk=biz-companies-cym\" rel=\"noopener noreferrer\" target=\"_blank\"><span class=\"FontIcon-module_icon__sgsQL FontIcon-module_linkedin__pU2s2\" role=\"presentation\"></span></a>"
    },
    {
      "href": "/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-image-3",
      "text": "",
      "html": "<a class=\"LazyLoadingImage-module-scss-module__vxx_zq__link\" href=\"/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-image-3\" aria-label=\"Read more about Your Company Needs an Energy Strategy for AI&#x2019;s Next Phase\" tabindex=\"0\" aria-hidden=\"false\"><div class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-default\" data-testid=\"lazy-error-img\" aria-hidden=\"false\"></div></a>"
    },
    {
      "href": "/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-text-3",
      "text": "Your Company Needs an Energy Strategy for AI’s Next Phase",
      "html": "<a class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed-link\" href=\"/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-text-3\" aria-label=\"Read more about Your Company Needs an Energy Strategy for AI&#x2019;s Next Phase\">Your Company Needs an Energy Strategy for AI&#x2019;s Next Phase</a>"
    },
    {
      "href": "/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-text-3",
      "text": "Yinuo Tang and Eric Yanfei Zhao",
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

AEO: Answer-first sections scored 65/100 and needs improvement.

5 Warning

Needs attention

AEO: Answer-first sections

Warning
01

Issue

74 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Details

02

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer-first sections scored 65/100 and needs improvement.

Evidence
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      "headingHtml": "<h3 class=\"MagazineZone-module-scss-module__TYsQmG__article-title\"><a class=\"MagazineZone-module-scss-module__TYsQmG__article-link\" data-element-type=\"magazine-zone__article-element-hover\" href=\"/2026/07/the-power-of-strategic-centering?ab=HP-magazine-text-3\" aria-label=\"Read more about The Power of Strategic Centering\">The Power of Strategic Centering</a></h3>",
      "firstParagraph": "Rita McGrath",
      "paragraphHtml": "<p class=\"MagazineZone-module-scss-module__TYsQmG__article-authors\"><a class=\"MagazineZone-module-scss-module__TYsQmG__article-link\" href=\"/2026/07/the-power-of-strategic-centering?ab=HP-magazine-text-3\" aria-label=\"Read more about The Power of Strategic Centering\">Rita McGrath</a></p>",
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      "heading": "What Customer Workarounds Can Reveal About Your Business Model",
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      "heading": "U.S. Medical Centers Need a New Model for Drug Discovery and Development",
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    {
      "heading": "How the Walkman, Game Boy, Liquid Death, and Pokémon Became Surprise Hits",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
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    {
      "heading": "When Purpose Backfires",
      "headingHtml": "<h3 class=\"ListBox-module-scss-module__K5DicG__topic-title\" data-element-type=\"content-box-element-hover\"><a class=\"ListBox-module-scss-module__K5DicG__topic-title-link\" href=\"/2026/06/when-purpose-backfires?ab=HP-topics-text-6\" aria-label=\"Read more about When Purpose Backfires\">When Purpose Backfires</a></h3>",
      "firstParagraph": "",
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    {
      "heading": "The U.S. Research Talent Pipeline Is in Trouble",
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      "paragraphHtml": "",
      "words": 0,
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    {
      "heading": "Research: As Careers Get Longer, Midcareer Work Needs to Change",
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    {
      "heading": "Competitive Business Leaders Need Clear AI Vision to Break the Ceiling of Innovation",
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      "issue": "No paragraph follows this heading."
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    {
      "heading": "Research: When Consumers Have More Control Over Ads, They Respond Better",
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      "firstParagraph": "",
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      "words": 0,
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      "heading": "Research: Traditional Marketing Doesn’t Work on AI Shopping Agents",
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      "heading": "How the Walkman, Game Boy, Liquid Death, and Pokémon Became Surprise Hits",
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      "words": 0,
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      "heading": "Managers Are Struggling to Keep Up with the AI Productivity Boom",
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      "firstParagraph": "",
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    {
      "heading": "Tapping into Your Team’s Circadian Rhythms",
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      "firstParagraph": "",
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      "issue": "No paragraph follows this heading."
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    {
      "heading": "You Should Take That “Boring” Meeting",
      "headingHtml": "<h3 class=\"ListBox-module-scss-module__K5DicG__topic-title\"><a class=\"ListBox-module-scss-module__K5DicG__topic-title-link\" href=\"/2026/03/you-should-take-that-boring-meeting?ab=HP-topics-text-17\" aria-label=\"Read more about You Should Take That &#x201c;Boring&#x201d; Meeting\">You Should Take That &#x201c;Boring&#x201d; Meeting</a></h3>",
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      "paragraphHtml": "",
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    {
      "heading": "How C-Suite and Board Roles Are Being Reshaped Around AI",
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      "firstParagraph": "",
      "paragraphHtml": "",
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    {
      "heading": "AI Has Broken Hiring. Here’s How to Fix It.",
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      "firstParagraph": "",
      "paragraphHtml": "",
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    {
      "heading": "AI Is Rewriting the Economics of Outsourcing",
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      "firstParagraph": "",
      "paragraphHtml": "",
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      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "The Hidden Demand for AI Inside Your Company",
      "headingHtml": "<h3 class=\"ListBox-module-scss-module__K5DicG__topic-title\" data-element-type=\"content-box-element-hover\"><a class=\"ListBox-module-scss-module__K5DicG__topic-title-link\" href=\"/2026/04/the-hidden-demand-for-ai-inside-your-company?ab=HP-topics-text-23\" aria-label=\"Read more about The Hidden Demand for AI Inside Your Company\">The Hidden Demand for AI Inside Your Company</a></h3>",
      "firstParagraph": "",
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    {
      "heading": "Are You Overburdening Your Most Engaged Employees?",
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    {
      "heading": "When You Have to Assign Work No One Wants to Do",
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    {
      "heading": "The Rise of the Urban Knowledge Campus",
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      "firstParagraph": "",
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    {
      "heading": "Research Roundup: Salary Disparities, Managers Who Squash Ideas, Exclamation Points, and More",
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      "firstParagraph": "",
      "paragraphHtml": "",
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      "issue": "No paragraph follows this heading."
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    {
      "heading": "When Professional and Personal Setbacks Hit at the Same Time",
      "headingHtml": "<h3 class=\"ListBox-module-scss-module__K5DicG__topic-title\"><a class=\"ListBox-module-scss-module__K5DicG__topic-title-link\" href=\"/2025/11/when-professional-and-personal-setbacks-hit-at-the-same-time?ab=HP-topics-text-29\" aria-label=\"Read more about When Professional and Personal Setbacks Hit at the Same Time\">When Professional and Personal Setbacks Hit at the Same Time</a></h3>",
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    {
      "heading": "Don’t Underestimate the Value of Professional Friendships",
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      "heading": "Managers Are Struggling to Keep Up with the AI Productivity Boom",
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      "firstParagraph": "",
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    {
      "heading": "Research: Why Some Companies Weather Trade Wars Better Than Others",
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      "heading": "How People Are Really Using AI in 2026",
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      "heading": "How to Cultivate Your “Personal Power” as a Leader",
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      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Partner Center",
      "headingHtml": "<h2 class=\"PartnerCenter-module_partner-center-title__EMvh6 Heading-module_level-2__cI8dj\">Partner Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Explore HBR",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">Explore HBR</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "HBR Store",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">HBR Store</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "About HBR",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">About HBR</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Manage My Account",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">Manage My Account</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Follow HBR",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">Follow HBR</h3>",
      "firstParagraph": "Harvard Business Publishing:",
      "paragraphHtml": "<p class=\"FinePrint-module_business-links-title__ZiorU\">Harvard Business Publishing:</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 60/100 and needs improvement.

4 Warning

Needs attention

GEO: Extraction-friendly structure

Warning
01

Issue

Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, JSON-LD structured data.

Details

02

Why it matters

Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.

Check name

GEO: Extraction-friendly structure

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Extraction-friendly structure scored 60/100 and needs improvement.

Evidence
{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": true,
  "definitionPatterns": 1,
  "schemaBlocks": 0,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process",
    "JSON-LD structured data"
  ],
  "score": 60,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 83/100 and needs improvement.

2 Warning

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: harvard, review, when, purpose, backfires.

Details

02

Why it matters

Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.

Check name

GEO: Entity clarity

Score

83/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Entity clarity scored 83/100 and needs improvement.

Evidence
{
  "title": "Harvard Business Review - Ideas and Advice for Leaders",
  "h1": "When Purpose Backfires",
  "description": "Find new ideas and classic advice on strategy, innovation and leadership, for global leaders from the world's best business and management experts.",
  "topicOverlap": 0.4444444444444444,
  "topicTerms": [
    "harvard",
    "business",
    "review",
    "ideas",
    "advice",
    "leaders",
    "when",
    "purpose",
    "backfires"
  ],
  "descriptionTerms": [
    "find",
    "new",
    "ideas",
    "classic",
    "advice",
    "strategy",
    "innovation",
    "leadership",
    "global",
    "leaders",
    "world",
    "best",
    "business",
    "management",
    "experts"
  ],
  "missingFromDescription": [
    "harvard",
    "review",
    "when",
    "purpose",
    "backfires"
  ],
  "score": 83,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

GEO: Explanatory content depth scored 75/100 and needs improvement.

2 Warning

Needs attention

GEO: Explanatory content depth

Warning
01

Issue

No substantial explanatory paragraphs were found.

Details

02

Why it matters

Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Explanatory content depth scored 75/100 and needs improvement.

Evidence
{
  "candidatePassages": 1,
  "citablePassages": 0,
  "failingCandidateParagraphs": [],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Google eligibility and indexability

AIO: Google eligibility and indexability scored 80/100 and needs improvement.

1 Warning

Needs attention

AIO: Google eligibility and indexability

Warning
01

Issue

Canonical tag is missing.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Google eligibility and indexability

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Google eligibility and indexability scored 80/100 and needs improvement.

Evidence
{
  "status": 200,
  "googlebotBlocked": false,
  "metaRobotsTags": [
    "max-image-preview:large"
  ],
  "xRobotsTag": "",
  "canonical": "",
  "finalUrl": "https://hbr.org/",
  "canonicalScore": 0,
  "score": 80,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 86/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Entity or definition gaps: harvard, review, when, purpose, backfires.

Details

02

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Entity and definition clarity

Score

86/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Entity and definition clarity scored 86/100 and needs improvement.

Evidence
{
  "title": "Harvard Business Review - Ideas and Advice for Leaders",
  "h1": "When Purpose Backfires",
  "description": "Find new ideas and classic advice on strategy, innovation and leadership, for global leaders from the world's best business and management experts.",
  "topicOverlap": 0.4444444444444444,
  "definitionCount": 1,
  "topicTerms": [
    "harvard",
    "business",
    "review",
    "ideas",
    "advice",
    "leaders",
    "when",
    "purpose",
    "backfires"
  ],
  "descriptionTerms": [
    "find",
    "new",
    "ideas",
    "classic",
    "advice",
    "strategy",
    "innovation",
    "leadership",
    "global",
    "leaders",
    "world",
    "best",
    "business",
    "management",
    "experts"
  ],
  "missingFromDescription": [
    "harvard",
    "review",
    "when",
    "purpose",
    "backfires"
  ],
  "score": 86,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

AIO: Answer block readiness scored 65/100 and needs improvement.

1 Warning

Needs attention

AIO: Answer block readiness

Warning
01

Issue

74 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Answer block readiness scored 65/100 and needs improvement.

Evidence
{
  "sectionCount": 75,
  "passing": 1,
  "failing": [
    {
      "heading": "Explore HBR",
      "headingHtml": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">Explore HBR</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Popular Topics",
      "headingHtml": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">Popular Topics</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "For Subscribers",
      "headingHtml": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">For Subscribers</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How People Actually Get to the C-Suite in S&P 500 Companies",
      "headingHtml": "<h3 class=\"ForYouCard-module-scss-module__3t5bDG__title\"><a href=\"/2026/05/how-people-actually-get-to-the-c-suite-in-sp-500-companies?ab=HP-hero-for-you-1\" aria-describedby=\"for-you-dek-1 for-you-authors-1\" aria-label=\"Read more about How People Actually Get to the C-Suite in S&amp;P 500 Companies\" class=\"ForYouCard-module-scss-module__3t5bDG__link\">How People Actually Get to the C-Suite in S&amp;P 500 Companies</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Our Favorite Management Tips on Giving Feedback",
      "headingHtml": "<h3 class=\"ForYouCard-module-scss-module__3t5bDG__title\"><a href=\"/2026/05/our-favorite-management-tips-on-giving-feedback?ab=HP-hero-for-you-2\" aria-describedby=\"for-you-dek-2 for-you-authors-2\" aria-label=\"Read more about Our Favorite Management Tips on Giving Feedback\" class=\"ForYouCard-module-scss-module__3t5bDG__link\">Our Favorite Management Tips on Giving Feedback</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "The Latest",
      "headingHtml": "<h2 class=\"TheLatest-module-scss-module__AdLjlq__title\">The Latest</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How C-Suite and Board Roles Are Being Reshaped Around AI",
      "headingHtml": "<h3 class=\"LatestCard-module-scss-module__V09k4q__title\" tabindex=\"0\">How C-Suite and Board Roles Are Being Reshaped Around AI</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "AI Has Broken Hiring. Here’s How to Fix It.",
      "headingHtml": "<h3 class=\"LatestCard-module-scss-module__V09k4q__title\" tabindex=\"0\">AI Has Broken Hiring. Here&#x2019;s How to Fix It.</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Finding Your New Strategic Center",
      "headingHtml": "<h3 class=\"LatestCard-module-scss-module__V09k4q__title\" tabindex=\"0\">Finding Your New Strategic Center</h3>",
      "firstParagraph": "Sign up for HBR Executive Agenda - for insights you need to steer your business now. Only available to HBR Executive subscribers.",
      "paragraphHtml": "<p class=\"NewsletterTout-module-scss-module__s2Nk-W__description-text\">Sign up for <strong>HBR Executive Agenda</strong> <!-- --> - for insights you need to steer your business now. Only available to HBR Executive subscribers.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Is Rewriting the Economics of Outsourcing",
      "headingHtml": "<h3 class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed\" data-element-type=\"content-card-element-hover\"><a class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed-link\" href=\"/2026/06/ai-is-rewriting-the-economics-of-outsourcing?ab=HP-latest-text-1\" aria-label=\"Read more about AI Is Rewriting the Economics of Outsourcing\">AI Is Rewriting the Economics of Outsourcing</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "What a Fragmenting Digital Economy Means for Global Competition",
      "headingHtml": "<h3 class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed\" data-element-type=\"content-card-element-hover\"><a class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed-link\" href=\"/2026/06/what-a-fragmenting-digital-economy-means-for-global-competition?ab=HP-latest-text-2\" aria-label=\"Read more about What a Fragmenting Digital Economy Means for Global Competition\">What a Fragmenting Digital Economy Means for Global Competition</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Your Company Needs an Energy Strategy for AI’s Next Phase",
      "headingHtml": "<h3 class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed\" data-element-type=\"content-card-element-hover\"><a class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed-link\" href=\"/2026/06/your-company-needs-an-energy-strategy-for-ais-next-phase?ab=HP-latest-text-3\" aria-label=\"Read more about Your Company Needs an Energy Strategy for AI&#x2019;s Next Phase\">Your Company Needs an Energy Strategy for AI&#x2019;s Next Phase</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How Chinese Firms Are Saving Western Brands",
      "headingHtml": "<h3 class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed\" data-element-type=\"content-card-element-hover\"><a class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed-link\" href=\"/2026/06/how-chinese-firms-are-saving-western-brands?ab=HP-latest-text-4\" aria-label=\"Read more about How Chinese Firms Are Saving Western Brands\">How Chinese Firms Are Saving Western Brands</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Why Effective Leaders Get Branded as Problems",
      "headingHtml": "<h3 class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed\" data-element-type=\"content-card-element-hover\"><a class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed-link\" href=\"/2026/05/why-effective-leaders-get-branded-as-problems?ab=HP-latest-text-5\" aria-label=\"Read more about Why Effective Leaders Get Branded as Problems\">Why Effective Leaders Get Branded as Problems</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Big Tech’s Looming Capability Crisis",
      "headingHtml": "<h3 class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed\" data-element-type=\"content-card-element-hover\"><a class=\"DigitalArticleCard-module-scss-module__91GfPG__head-feed-link\" href=\"/2026/06/big-techs-looming-capability-crisis?ab=HP-latest-text-6\" aria-label=\"Read more about Big Tech&#x2019;s Looming Capability Crisis\">Big Tech&#x2019;s Looming Capability Crisis</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Why AI Works Best When It Works with Humans",
      "headingHtml": "<h3 class=\"SponsorCard-module-scss-module__q-QiiG__head-feed\" data-element-type=\"content-card-element-hover\"><a class=\"SponsorCard-module-scss-module__q-QiiG__head-feed-link\" href=\"/sponsored/2026/06/why-ai-works-best-when-it-works-with-humans?ab=HP-latest-sponsored-text-7\" aria-label=\"Read more about Why AI Works Best When It Works with Humans\">Why AI Works Best When It Works with Humans</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How to Cultivate Your “Personal Power” as a Leader",
      "headingHtml": "<h3 class=\"MediaCard-module-scss-module__4ch6iG__head-feed-media\" data-element-type=\"content-card-element-hover\"><a class=\"MediaCard-module-scss-module__4ch6iG__head-feed-link\" href=\"/podcast/2026/06/how-to-cultivate-your-personal-power-as-a-leader?ab=HP-latest-text-8\" aria-label=\"Read more about How to Cultivate Your &#x201c;Personal Power&#x201d; as a Leader\">How to Cultivate Your &#x201c;Personal Power&#x201d; as a Leader</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How People Are Really Using AI in 2026",
      "headingHtml": "<h2 class=\"ContentRowTile-module-scss-module__OUWZoq__heading\">How People Are Really Using AI in 2026</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "An Analysis of 12,637 AI Use Cases",
      "headingHtml": "<h3 class=\"ContentRowTile-module-scss-module__OUWZoq__article-heading\">An Analysis of 12,637 AI Use Cases</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "HBR Executive Agenda",
      "headingHtml": "<h2 class=\"ListTile-module-scss-module__cwQgSW__heading\">HBR Executive Agenda</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "“Cyber Defense Has to Move at the Speed of AI”",
      "headingHtml": "<h3 class=\"ListTile-module-scss-module__cwQgSW__article-heading ListTile-module-scss-module__cwQgSW__article-heading-with-exec-label\"><a href=\"/2026/05/cyber-defense-has-to-move-at-the-speed-of-ai\" aria-label=\"&#x201c;Cyber Defense Has to Move at the Speed of AI&#x201d;\" class=\"ListTile-module-scss-module__cwQgSW__article-heading-link\">&#x201c;Cyber Defense Has to Move at the Speed of AI&#x201d;</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How Executives Should Deal with Heightened Security Risk",
      "headingHtml": "<h3 class=\"ListTile-module-scss-module__cwQgSW__article-heading ListTile-module-scss-module__cwQgSW__article-heading-with-exec-label\"><a href=\"/2026/05/agenda-4-30\" aria-label=\"How Executives Should Deal with Heightened Security Risk\" class=\"ListTile-module-scss-module__cwQgSW__article-heading-link\">How Executives Should Deal with Heightened Security Risk</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How to Succeed Like Apple’s Tim Cook",
      "headingHtml": "<h3 class=\"ListTile-module-scss-module__cwQgSW__article-heading ListTile-module-scss-module__cwQgSW__article-heading-with-exec-label\"><a href=\"/2026/04/how-to-succeed-like-apples-tim-cook\" aria-label=\"How to Succeed Like Apple&#x2019;s Tim Cook\" class=\"ListTile-module-scss-module__cwQgSW__article-heading-link\">How to Succeed Like Apple&#x2019;s Tim Cook</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How Elite Sports Coaches Make High-Pressure Decisions",
      "headingHtml": "<h2 class=\"ContentRowTile-module-scss-module__OUWZoq__heading\">How Elite Sports Coaches Make High-Pressure Decisions</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Insights from Interviews with 11 World-Class Coaches",
      "headingHtml": "<h3 class=\"ContentRowTile-module-scss-module__OUWZoq__article-heading\">Insights from Interviews with 11 World-Class Coaches</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "The Magazine",
      "headingHtml": "<h2 class=\"MagazineZone-module-scss-module__TYsQmG__header-title\">The Magazine</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "The False Alignment Trap",
      "headingHtml": "<h3 class=\"MagazineZone-module-scss-module__TYsQmG__article-title\"><a class=\"MagazineZone-module-scss-module__TYsQmG__article-link\" data-element-type=\"magazine-zone__article-element-hover\" href=\"/2026/07/the-false-alignment-trap?ab=HP-magazine-text-1\" aria-label=\"Read more about The False Alignment Trap\"><svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 40 40\" role=\"img\" class=\"SVGIcon-module_icon__jWzmK SVGIcon-module_caret-thin__-qkkg MagazineZone-module-scss-module__TYsQmG__first-articl...",
      "firstParagraph": "Julia Dhar, Kristy R. Ellmer and Philip Jameson",
      "paragraphHtml": "<p class=\"MagazineZone-module-scss-module__TYsQmG__article-authors\"><a class=\"MagazineZone-module-scss-module__TYsQmG__article-link\" href=\"/2026/07/the-false-alignment-trap?ab=HP-magazine-text-1\" aria-label=\"Read more about The False Alignment Trap\">Julia Dhar, Kristy R. Ellmer and Philip Jameson</a></p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "What Companies Get Wrong About Decision Rights",
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      "firstParagraph": "Lindy Greer, Jennifer Jordan and Maxim Sytch",
      "paragraphHtml": "<p class=\"MagazineZone-module-scss-module__TYsQmG__article-authors\"><a class=\"MagazineZone-module-scss-module__TYsQmG__article-link\" href=\"/2026/07/what-companies-get-wrong-about-decision-rights?ab=HP-magazine-text-2\" aria-label=\"Read more about What Companies Get Wrong About Decision Rights\">Lindy Greer, Jennifer Jordan and Maxim Sytch</a></p>",
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      "heading": "The Power of Strategic Centering",
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      "firstParagraph": "Rita McGrath",
      "paragraphHtml": "<p class=\"MagazineZone-module-scss-module__TYsQmG__article-authors\"><a class=\"MagazineZone-module-scss-module__TYsQmG__article-link\" href=\"/2026/07/the-power-of-strategic-centering?ab=HP-magazine-text-3\" aria-label=\"Read more about The Power of Strategic Centering\">Rita McGrath</a></p>",
      "words": 2,
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    {
      "heading": "What Customer Workarounds Can Reveal About Your Business Model",
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      "heading": "U.S. Medical Centers Need a New Model for Drug Discovery and Development",
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      "paragraphHtml": "",
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    {
      "heading": "How the Walkman, Game Boy, Liquid Death, and Pokémon Became Surprise Hits",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
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    {
      "heading": "When Purpose Backfires",
      "headingHtml": "<h3 class=\"ListBox-module-scss-module__K5DicG__topic-title\" data-element-type=\"content-box-element-hover\"><a class=\"ListBox-module-scss-module__K5DicG__topic-title-link\" href=\"/2026/06/when-purpose-backfires?ab=HP-topics-text-6\" aria-label=\"Read more about When Purpose Backfires\">When Purpose Backfires</a></h3>",
      "firstParagraph": "",
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    {
      "heading": "The U.S. Research Talent Pipeline Is in Trouble",
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      "firstParagraph": "",
      "paragraphHtml": "",
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    {
      "heading": "Research: As Careers Get Longer, Midcareer Work Needs to Change",
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    {
      "heading": "Competitive Business Leaders Need Clear AI Vision to Break the Ceiling of Innovation",
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    {
      "heading": "Research: When Consumers Have More Control Over Ads, They Respond Better",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
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      "heading": "Research: Traditional Marketing Doesn’t Work on AI Shopping Agents",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
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      "issue": "No paragraph follows this heading."
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    {
      "heading": "How the Walkman, Game Boy, Liquid Death, and Pokémon Became Surprise Hits",
      "headingHtml": "<h3 class=\"ListBox-module-scss-module__K5DicG__topic-title\"><a class=\"ListBox-module-scss-module__K5DicG__topic-title-link\" href=\"/2026/04/how-the-walkman-gameboy-liquid-death-and-pokemon-became-surprise-hits?ab=HP-topics-text-13\" aria-label=\"Read more about How the Walkman, Game Boy, Liquid Death, and Pok&#xe9;mon Became Surprise Hits\">How the Walkman, Game Boy, Liquid Death, and Pok&#xe9;mon Became Surprise Hits</a></h3>",
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      "paragraphHtml": "",
      "words": 0,
      "direct": false,
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    {
      "heading": "Managers Are Struggling to Keep Up with the AI Productivity Boom",
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      "firstParagraph": "",
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    {
      "heading": "Tapping into Your Team’s Circadian Rhythms",
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    {
      "heading": "You Should Take That “Boring” Meeting",
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      "paragraphHtml": "",
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    {
      "heading": "How C-Suite and Board Roles Are Being Reshaped Around AI",
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      "firstParagraph": "",
      "paragraphHtml": "",
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    {
      "heading": "AI Has Broken Hiring. Here’s How to Fix It.",
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      "firstParagraph": "",
      "paragraphHtml": "",
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    {
      "heading": "AI Is Rewriting the Economics of Outsourcing",
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      "firstParagraph": "",
      "paragraphHtml": "",
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      "direct": false,
      "issue": "No paragraph follows this heading."
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    {
      "heading": "The Hidden Demand for AI Inside Your Company",
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    {
      "heading": "Are You Overburdening Your Most Engaged Employees?",
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    {
      "heading": "When You Have to Assign Work No One Wants to Do",
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    {
      "heading": "The Rise of the Urban Knowledge Campus",
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    {
      "heading": "Research Roundup: Salary Disparities, Managers Who Squash Ideas, Exclamation Points, and More",
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      "firstParagraph": "",
      "paragraphHtml": "",
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    {
      "heading": "When Professional and Personal Setbacks Hit at the Same Time",
      "headingHtml": "<h3 class=\"ListBox-module-scss-module__K5DicG__topic-title\"><a class=\"ListBox-module-scss-module__K5DicG__topic-title-link\" href=\"/2025/11/when-professional-and-personal-setbacks-hit-at-the-same-time?ab=HP-topics-text-29\" aria-label=\"Read more about When Professional and Personal Setbacks Hit at the Same Time\">When Professional and Personal Setbacks Hit at the Same Time</a></h3>",
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    {
      "heading": "Don’t Underestimate the Value of Professional Friendships",
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      "heading": "Managers Are Struggling to Keep Up with the AI Productivity Boom",
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      "firstParagraph": "",
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    {
      "heading": "Research: Why Some Companies Weather Trade Wars Better Than Others",
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      "heading": "How People Are Really Using AI in 2026",
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      "heading": "Are You a Collaborative Leader?",
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      "heading": "How to Cultivate Your “Personal Power” as a Leader",
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    {
      "heading": "Reinventing an Organization to Do More with Less",
      "headingHtml": "<h3 class=\"PodcastColumn-module-scss-module__hOcS1G__podcast-title\"><a href=\"/podcast/2026/06/reinventing-an-organization-to-do-more-with-less?ab=HP-bottom-podcast-text-2\" class=\"PodcastColumn-module-scss-module__hOcS1G__podcast-title-link\">Reinventing an Organization to Do More with Less</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How Shake Shack Balanced Digitalization with Its Hospitality Ethos",
      "headingHtml": "<h3 class=\"PodcastColumn-module-scss-module__hOcS1G__podcast-title\"><a href=\"/podcast/2026/05/how-shake-shack-balanced-digitalization-with-its-hospitality-ethos?ab=HP-bottom-podcast-text-3\" class=\"PodcastColumn-module-scss-module__hOcS1G__podcast-title-link\">How Shake Shack Balanced Digitalization with Its Hospitality Ethos</a></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Partner Center",
      "headingHtml": "<h2 class=\"PartnerCenter-module_partner-center-title__EMvh6 Heading-module_level-2__cI8dj\">Partner Center</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Explore HBR",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">Explore HBR</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "HBR Store",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">HBR Store</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "About HBR",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">About HBR</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Manage My Account",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">Manage My Account</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Follow HBR",
      "headingHtml": "<h3 class=\"Footer-module_nav-list-title__hi4pZ\">Follow HBR</h3>",
      "firstParagraph": "Harvard Business Publishing:",
      "paragraphHtml": "<p class=\"FinePrint-module_business-links-title__ZiorU\">Harvard Business Publishing:</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

AEO: Answer intent coverage scored 70/100 and needs improvement.

1 Warning

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

Missing likely AI Overview intent sections: what, benefits, cost, compare.

Details

02

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer intent coverage scored 70/100 and needs improvement.

Evidence
{
  "headings": [
    {
      "text": "Explore HBR",
      "html": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">Explore HBR</h2>"
    },
    {
      "text": "Popular Topics",
      "html": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">Popular Topics</h2>"
    },
    {
      "text": "For Subscribers",
      "html": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">For Subscribers</h2>"
    },
    {
      "text": "My Account",
      "html": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">My Account</h2>"
    },
    {
      "text": "The Latest",
      "html": "<h2 class=\"TheLatest-module-scss-module__AdLjlq__title\">The Latest</h2>"
    },
    {
      "text": "How People Are Really Using AI in 2026",
      "html": "<h2 class=\"ContentRowTile-module-scss-module__OUWZoq__heading\">How People Are Really Using AI in 2026</h2>"
    },
    {
      "text": "HBR Executive Agenda",
      "html": "<h2 class=\"ListTile-module-scss-module__cwQgSW__heading\">HBR Executive Agenda</h2>"
    },
    {
      "text": "How Elite Sports Coaches Make High-Pressure Decisions",
      "html": "<h2 class=\"ContentRowTile-module-scss-module__OUWZoq__heading\">How Elite Sports Coaches Make High-Pressure Decisions</h2>"
    },
    {
      "text": "The Magazine",
      "html": "<h2 class=\"MagazineZone-module-scss-module__TYsQmG__header-title\">The Magazine</h2>"
    },
    {
      "text": "Popular",
      "html": "<h2 class=\"BottomZone-module-scss-module__aFS93W__heading PopularColumn-module-scss-module__4KRQ0W__popular-heading-title\">Popular</h2>"
    },
    {
      "text": "Newsletters",
      "html": "<h2 class=\"BottomZone-module-scss-module__aFS93W__heading\">Newsletters</h2>"
    },
    {
      "text": "HBR Subscriber Exclusives",
      "html": "<h2 class=\"BottomZone-module-scss-module__aFS93W__heading\">HBR Subscriber Exclusives</h2>"
    },
    {
      "text": "Podcasts",
      "html": "<h2 class=\"BottomZone-module-scss-module__aFS93W__heading\">Podcasts</h2>"
    },
    {
      "text": "Partner Center",
      "html": "<h2 class=\"PartnerCenter-module_partner-center-title__EMvh6 Heading-module_level-2__cI8dj\">Partner Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Harvard Business Review - Ideas and Advice fo...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Harvard Business Review - Ideas and Advice fo... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Harvard Business Review - Ideas and Advice fo...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Harvard Business Review - Ideas and Advice fo... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Harvard Business Review - Ideas and Advice fo... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Harvard Business Review - Ideas and Advice fo...?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Harvard Business Review - Ideas and Advice fo...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Harvard Business Review - Ideas and Advice fo... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Harvard Business Review - Ideas and Advice fo... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 80/100 and needs improvement.

1 Warning

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

5 image(s) are missing width/height attributes.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Page experience for AIO

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Page experience for AIO scored 80/100 and needs improvement.

Evidence
{
  "viewportContent": "width=device-width",
  "visibleWords": 1074,
  "htmlBytes": 380241,
  "imagesMissingDimensions": [
    {
      "src": "/resources/images/article_assets/2026/05/Jun25_06_642220566-383x215.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-cover\" src=\"/resources/images/article_assets/2026/05/Jun25_06_642220566-383x215.jpg\" srcset=\"/resources/images/article_assets/2026/05/Jun25_06_642220566-383x215.jpg 383w, /resources/images/article_assets/2026/05/Jun25_06_642220566-300x169.jpg 300w, /resources/images/article_assets/2026/05/Jun25_06_642220566-1024x576.jpg 1024w, /resources/images/article_assets/2026/05/Jun25_06_642220566-768x432.jpg 768w, /resources/images/article_as..."
    },
    {
      "src": "/resources/images/article_assets/2026/05/May26_22_526933007-383x215.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy\" src=\"/resources/images/article_assets/2026/05/May26_22_526933007-383x215.jpg\" alt tabindex=\"-1\">"
    },
    {
      "src": "/resources/images/article_assets/2026/05/May26_20_2218582623-383x215.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy\" src=\"/resources/images/article_assets/2026/05/May26_20_2218582623-383x215.jpg\" alt tabindex=\"-1\">"
    },
    {
      "src": "/resources/images/article_assets/2026/05/R2604A_FEA_DHAR_HERO.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"LazyLoadingImage-module-scss-module__vxx_zq__lazy-cover\" src=\"/resources/images/article_assets/2026/05/R2604A_FEA_DHAR_HERO.jpg\" srcset=\"/resources/images/article_assets/2026/05/R2604A_FEA_DHAR_HERO.jpg 2400w, /resources/images/article_assets/2026/05/R2604A_FEA_DHAR_HERO-300x169.jpg 300w, /resources/images/article_assets/2026/05/R2604A_FEA_DHAR_HERO-1024x576.jpg 1024w, /resources/images/article_assets/2026/05/R2604A_FEA_DHAR_HERO-768x432.jpg 768w, /resources/images/article_assets/..."
    },
    {
      "src": "/resources/images/CRE7785_IC_ad_EY_logo_60%20(1).png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"ListBox-module-scss-module__K5DicG__icon-sponsored-by\" alt src=\"/resources/images/CRE7785_IC_ad_EY_logo_60%20(1).png\">"
    }
  ],
  "possibleDialogs": [],
  "score": 80,
  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational
01

Issue

Missing likely AI Overview intent sections: what, benefits, cost, compare.

Details

02

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Query intent coverage is informational for this page.

Evidence
{
  "headings": [
    {
      "text": "Explore HBR",
      "html": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">Explore HBR</h2>"
    },
    {
      "text": "Popular Topics",
      "html": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">Popular Topics</h2>"
    },
    {
      "text": "For Subscribers",
      "html": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">For Subscribers</h2>"
    },
    {
      "text": "My Account",
      "html": "<h2 class=\"MegaMenu-module_list-title__Vixb6\">My Account</h2>"
    },
    {
      "text": "The Latest",
      "html": "<h2 class=\"TheLatest-module-scss-module__AdLjlq__title\">The Latest</h2>"
    },
    {
      "text": "How People Are Really Using AI in 2026",
      "html": "<h2 class=\"ContentRowTile-module-scss-module__OUWZoq__heading\">How People Are Really Using AI in 2026</h2>"
    },
    {
      "text": "HBR Executive Agenda",
      "html": "<h2 class=\"ListTile-module-scss-module__cwQgSW__heading\">HBR Executive Agenda</h2>"
    },
    {
      "text": "How Elite Sports Coaches Make High-Pressure Decisions",
      "html": "<h2 class=\"ContentRowTile-module-scss-module__OUWZoq__heading\">How Elite Sports Coaches Make High-Pressure Decisions</h2>"
    },
    {
      "text": "The Magazine",
      "html": "<h2 class=\"MagazineZone-module-scss-module__TYsQmG__header-title\">The Magazine</h2>"
    },
    {
      "text": "Popular",
      "html": "<h2 class=\"BottomZone-module-scss-module__aFS93W__heading PopularColumn-module-scss-module__4KRQ0W__popular-heading-title\">Popular</h2>"
    },
    {
      "text": "Newsletters",
      "html": "<h2 class=\"BottomZone-module-scss-module__aFS93W__heading\">Newsletters</h2>"
    },
    {
      "text": "HBR Subscriber Exclusives",
      "html": "<h2 class=\"BottomZone-module-scss-module__aFS93W__heading\">HBR Subscriber Exclusives</h2>"
    },
    {
      "text": "Podcasts",
      "html": "<h2 class=\"BottomZone-module-scss-module__aFS93W__heading\">Podcasts</h2>"
    },
    {
      "text": "Partner Center",
      "html": "<h2 class=\"PartnerCenter-module_partner-center-title__EMvh6 Heading-module_level-2__cI8dj\">Partner Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Harvard Business Review - Ideas and Advice fo...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Harvard Business Review - Ideas and Advice fo... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Harvard Business Review - Ideas and Advice fo...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Harvard Business Review - Ideas and Advice fo... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Harvard Business Review - Ideas and Advice fo... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Harvard Business Review - Ideas and Advice fo...?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Harvard Business Review - Ideas and Advice fo...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Harvard Business Review - Ideas and Advice fo... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Harvard Business Review - Ideas and Advice fo... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

Auth.md Agent Registration has an informational finding because the page appears to support authentication.

Informational

Needs attention

Auth.md Agent Registration

Informational
01

Issue

auth.md response did not match the expected agent registration shape. Content-Type "text/html" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.

02

Why it matters

Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.

Result

Auth.md Agent Registration has an informational finding because the page appears to support authentication.

Validation steps

  1. Fetch and validate /auth.md

    auth.md response did not match the expected agent registration shape. Content-Type "text/html" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.

  2. Publish protected resource metadata

    The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.

  3. Validate agent_auth authorization metadata

    OAuth authorization server metadata could not be fetched.

Evidence
{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html",
        "length": 59035,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 58305,
          "hasRegisterInstructions": true,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "/title",
            "/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff",
            "/woff",
            "/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff",
            "/woff",
            "/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff",
            "/woff",
            "/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css",
            "/resources/html/error/_next/static/chunks/0_5~f8rngrmpt.css",
            "/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css"
          ],
          "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 403,
        "contentType": "text/html",
        "length": 59035,
        "text": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/0_5~f8rngrmpt.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" data-n-g=\"\"/><link rel=\"stylesheet\" href=\"/resources/html/error/_next/static/chunks/0_5~f8rngrmpt.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script src=\"/resources/html/error/_next/static/chunks/0do2mzy.e4ehf.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/14b8dfxtms3s8.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/07a8xhgey9d77.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/turbopack-0g8jm_7k~ucg1.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/0jcjbcu5yvgjv.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/0x~9sk9q_ql5r.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/136wfwf2m8n1c.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/turbopack-0~fatgg6bad.6.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/KNqrCzPsCm2erJ7W-uMSY/_buildManifest.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/KNqrCzPsCm2erJ7W-uMSY/_ssgManifest.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/KNqrCzPsCm2erJ7W-uMSY/_clientMiddlewareManifest.js\" defer=\"\"></script></head><body><link rel=\"preload\" as=\"image\" imageSrcSet=\"/resources/images/editorial_assets/misc/404-hero-img_mobile.png 540w, /resources/images/editorial_assets/misc/404-hero-img_desktop.png 768w\" imageSizes=\"(max-width: 540px) 300px, 768px\"/><div id=\"__next\"><div class=\"Header-module_ad-container__VaVxb\"><div data-testid=\"ad\" id=\"library-header-ad\" class=\"\"></div></div><div class=\"Header-module_resize__--1Z3\"></div><header class=\"Header-module_header__qxHtx\"><div class=\"Header-module_main-content__pEOjn\"><a class=\"Anchor-module_anchor__uhpem Header-module_logo-link__XfxPZ\" href=\"/\"><svg class=\"Header-module_big-logo__0VZGX\" x=\"0\" y=\"0\" viewBox=\"0 0 130 148\" aria-labelledby=\"logo_R_19d6_\" role=\"img\"><title id=\"logo_R_19d6_\">Harvard Business Review Logo</title><path d=\"M21.3729 54.332V50.78C21.3729 49.2013 20.5031 47.9022 19.0534 47.3102L18.8546 47.228L19.0534 47.154C20.4037 46.6689 21.2072 45.3862 21.2072 43.7171V40.6667C21.2072 37.3531 19.3434 35.6758 15.6736 35.6758H9.05469V59.3229H15.8392C19.509 59.3229 21.3729 57.6456 21.3729 54.332ZM13.9671 39.7869H15.1682C15.8807 39.7869 16.2866 40.2884 16.2866 41.16V43.75C16.2866 44.6216 15.8807 45.1231 15.1682 45.1231H13.9671V39.7869ZM13.9671 55.2036V49.1684H15.1351C15.9884 49.1684 16.4191 49.6618 16.4191 50.6402V53.8222C16.4191 54.7102 16.0132 55.1953 15.2676 55.1953H13.9671V55.2036Z\" class=\"Logo-module_charcoal-hbr__BNFAK\"></path><path d=\"M34.8668 35.6758H29.8882V54.036C29.8882 54.9487 29.4823 55.4749 28.7698 55.4749C28.0574 55.4749 27.6184 54.9322 27.6184 54.036V35.6758H22.6729V54.1676C22.6729 57.4647 25.0669 59.5942 28.7698 59.5942C32.4728 59.5942 34.8668 57.4647 34.8668 54.1676V35.6758Z\" class=\"Logo-module_charcoal-hbr__BNFAK\"></path><path d=\"M41.908 59.5859C45.6109 59.5859 48.005 57.4563 48.005 54.1592"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 403,
          "contentType": "text/html",
          "length": 59035,
          "text": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/0_5~f8rngrmpt.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" data-n-g=\"\"/><link rel=\"stylesheet\" href=\"/resources/html/error/_next/static/chunks/0_5~f8rngrmpt.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script src=\"/resources/html/error/_next/static/chunks/0do2mzy.e4ehf.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/14b8dfxtms3s8.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/07a8xhgey9d77.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/turbopack-0g8jm_7k~ucg1.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/0jcjbcu5yvgjv.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/0x~9sk9q_ql5r.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/136wfwf2m8n1c.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/chunks/turbopack-0~fatgg6bad.6.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/KNqrCzPsCm2erJ7W-uMSY/_buildManifest.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/KNqrCzPsCm2erJ7W-uMSY/_ssgManifest.js\" defer=\"\"></script><script src=\"/resources/html/error/_next/static/KNqrCzPsCm2erJ7W-uMSY/_clientMiddlewareManifest.js\" defer=\"\"></script></head><body><link rel=\"preload\" as=\"image\" imageSrcSet=\"/resources/images/editorial_assets/misc/404-hero-img_mobile.png 540w, /resources/images/editorial_assets/misc/404-hero-img_desktop.png 768w\" imageSizes=\"(max-width: 540px) 300px, 768px\"/><div id=\"__next\"><div class=\"Header-module_ad-container__VaVxb\"><div data-testid=\"ad\" id=\"library-header-ad\" class=\"\"></div></div><div class=\"Header-module_resize__--1Z3\"></div><header class=\"Header-module_header__qxHtx\"><div class=\"Header-module_main-content__pEOjn\"><a class=\"Anchor-module_anchor__uhpem Header-module_logo-link__XfxPZ\" href=\"/\"><svg class=\"Header-module_big-logo__0VZGX\" x=\"0\" y=\"0\" viewBox=\"0 0 130 148\" aria-labelledby=\"logo_R_19d6_\" role=\"img\"><title id=\"logo_R_19d6_\">Harvard Business Review Logo</title><path d=\"M21.3729 54.332V50.78C21.3729 49.2013 20.5031 47.9022 19.0534 47.3102L18.8546 47.228L19.0534 47.154C20.4037 46.6689 21.2072 45.3862 21.2072 43.7171V40.6667C21.2072 37.3531 19.3434 35.6758 15.6736 35.6758H9.05469V59.3229H15.8392C19.509 59.3229 21.3729 57.6456 21.3729 54.332ZM13.9671 39.7869H15.1682C15.8807 39.7869 16.2866 40.2884 16.2866 41.16V43.75C16.2866 44.6216 15.8807 45.1231 15.1682 45.1231H13.9671V39.7869ZM13.9671 55.2036V49.1684H15.1351C15.9884 49.1684 16.4191 49.6618 16.4191 50.6402V53.8222C16.4191 54.7102 16.0132 55.1953 15.2676 55.1953H13.9671V55.2036Z\" class=\"Logo-module_charcoal-hbr__BNFAK\"></path><path d=\"M34.8668 35.6758H29.8882V54.036C29.8882 54.9487 29.4823 55.4749 28.7698 55.4749C28.0574 55.4749 27.6184 54.9322 27.6184 54.036V35.6758H22.6729V54.1676C22.6729 57.4647 25.0669 59.5942 28.7698 59.5942C32.4728 59.5942 34.8668 57.4647 34.8668 54.1676V35.6758Z\" class=\"Logo-module_charcoal-hbr__BNFAK\"></path><path d=\"M41.908 59.5859C45.6109 59.5859 48.005 57.4563 48.005 54.1592"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 11,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 2,
        "match": "my account"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational
01

Issue

IndexNow key is informational for this page.

02

Why it matters

IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

Verify that IndexNow ownership key placement is detectable when the site advertises it.

Result

IndexNow key is informational for this page.

Validation steps

  1. Find advertised IndexNow key location

    No IndexNow key location was advertised in HTML, Link headers, or robots.txt.

  2. Fetch and validate IndexNow key file

    No discoverable IndexNow key file was found.

Evidence
{
  "steps": [
    {
      "id": "advertised-location",
      "title": "Find advertised IndexNow key location",
      "status": "informational",
      "evidence": {
        "advertised": []
      },
      "issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
      "howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
    },
    {
      "id": "fetch-key",
      "title": "Fetch and validate IndexNow key file",
      "status": "informational",
      "evidence": {
        "advertised": [],
        "checked": []
      },
      "issue": "No discoverable IndexNow key file was found.",
      "howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
    }
  ]
}

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

OAuth / OIDC discovery has an informational finding because the page appears to support authentication.

Informational

Needs attention

OAuth / OIDC discovery

Informational
01

Issue

OAuth / OIDC discovery was not found at the expected path.

02

Why it matters

OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.

Result

OAuth / OIDC discovery has an informational finding because the page appears to support authentication.

Validation steps

  1. Fetch to find resource

    OAuth / OIDC discovery was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 403,
            "contentType": "text/html",
            "length": 59035
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 11,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 2,
        "match": "my account"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Informational

Needs attention

OAuth Protected Resource

Informational
01

Issue

The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.

02

Why it matters

Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.

Result

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Validation steps

  1. Fetch protected resource metadata

    The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.

  2. Validate protected resource metadata

    Response is not valid JSON.

  3. Validate protected resource identity

    Protected resource metadata `resource` did not match the resource identifier used to retrieve it.

  4. Probe protected API Bearer challenge

    No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 403,
        "contentType": "text/html"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">Page Not Found</title><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Bold.449f1ad7.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Light.0f59caef.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/assets/mfe-core/fonts/GT-America-Standard-Regular.ee9c3d0d.woff\" as=\"font\" type=\"font/woff\" crossorigin=\"anonymous\" data-testid=\"preload-link\"/><link rel=\"preload\" href=\"/resources/html/error/_next/static/chunks/03pt7ff0c7iad.css\" as=\"style\""
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://hbr.org"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 200,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://hbr.org/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 200,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://hbr.org/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 200,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://hbr.org/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 11,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 2,
        "match": "my account"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityAccessibilityBrowser audit

Heading elements are not in a sequentially-descending order

100 Fail

Check name

Heading elements are not in a sequentially-descending order

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order).

Evidence
{
  "description": "Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order)."
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

1 link found

Fix guidance

Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).

Evidence
{
  "displayValue": "1 link found",
  "description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}

Performance and AccessibilityPerformanceBrowser audit

Legacy JavaScript

20 Fail

Check name

Legacy JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 85 KiB

Fix guidance

Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)

Evidence
{
  "displayValue": "Est savings of 85 KiB",
  "description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}

Performance and AccessibilityPerformanceBrowser audit

Links do not have a discernible name

20 Fail

Check name

Links do not have a discernible name

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name).

Evidence
{
  "description": "Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name)."
}

Performance and AccessibilityPerformanceBrowser audit

Duplicated JavaScript

10 Warning

Check name

Duplicated JavaScript

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 20 KiB

Fix guidance

Remove large, [duplicate JavaScript modules](https://developer.chrome.com/docs/performance/insights/duplicated-javascript) from bundles to reduce unnecessary bytes consumed by network activity.

Evidence
{
  "displayValue": "Est savings of 20 KiB",
  "description": "Remove large, [duplicate JavaScript modules](https://developer.chrome.com/docs/performance/insights/duplicated-javascript) from bundles to reduce unnecessary bytes consumed by network activity."
}

Performance and AccessibilityPerformanceBrowser audit

Use efficient cache lifetimes

10 Warning

Check name

Use efficient cache lifetimes

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 913 KiB

Fix guidance

A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).

Evidence
{
  "displayValue": "Est savings of 913 KiB",
  "description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

10 Fail

Check name

Loading performance

Score

51/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.

Evidence
{
  "checks": [
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 76,
      "displayValue": "1.6 s",
      "numericValue": 1611.8382539093277
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 4,
      "displayValue": "4.9 s",
      "numericValue": 4942.298174395211
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 0,
      "displayValue": "1,660 ms",
      "numericValue": 1658.4999999999998
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 140 ms",
      "numericValue": 140
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "50 ms",
      "numericValue": 48.35213999999999
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 20,
      "displayValue": "380 ms",
      "numericValue": 382.0000000000002
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 100,
      "displayValue": "0.4 s",
      "numericValue": 389.508736654471
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 10,
      "displayValue": "8.0 s",
      "numericValue": 8049.594298537364
    }
  ]
}

Fix with MCP or CLI

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Scan dateScoreReadinessReport
48/100Level 2, Agent-LimitedCurrent report
hbr.org AI SEO Report: 48/100 (Level 2, Agent-Limited)