coursera.org
73/100
Science and Education
Methodology v4.3
GEO: 83.84/100
AEO: 60.4/100
Last scanned: May 3, 2026
View LeaderboardLast scanned: 23 hours ago
21 Pass
7 Fail
10 Needs Improvement
GEO — Generative Engine Optimization
Parameters that determine how well AI crawlers can discover and index your content.
Crawlability & Access
robots.txt accessibility | Pass |
HTTP status and reachability | Pass |
AI usage declaration GEO + AEO | Fail |
AI opt-out technical signals GEO + AEO | Pass |
AI crawler access control | Partial |
Paywall and login gating detection | Pass |
Discovery & Metadata
sitemap.xml availability | Pass |
Structured Data (schema.org) | Pass |
Page metadata | Partial |
URL stability | Pass |
Structured data (schema.org/JSON-LD) coverage | Pass |
Security headers baseline | Partial |
FAQ schema detection GEO + AEO | Fail |
Internal link coverage | Pass |
API & Agent Readiness
OpenAPI/API discoverability GEO + AEO | Pass |
API schema quality for agent consumption GEO + AEO | Pass |
Action-oriented API GEO + AEO | Fail |
Agent onboarding documentation GEO + AEO | Fail |
Machine-readable capability metadata GEO + AEO | Fail |
API auth transparency GEO + AEO | Pass |
Content Structure
Semantic HTML structure GEO + AEO | Partial |
Content visibility without JavaScript | Pass |
Alt text and accessibility labels GEO + AEO | Pass |
Heading hierarchy quality GEO + AEO | Pass |
Nosnippet directive detection | Pass |
Paragraph length distribution | Partial |
Section length distribution | Partial |
Dated statistics ratio | Pass |
Quotable emphasis density | Fail |
Comparison table presence | N/A |
AI-Specific Protocols
AI manifests coverage | Pass |
llms.txt file presence Experimental | Partial |
UCP manifest availability | N/A |
Content Quality
Content freshness GEO + AEO | Partial |
AEO — Answer Engine Optimization
Parameters that influence how AI systems cite and surface your content in answers.
AI Integration
OpenAPI/API discoverability GEO + AEO | Pass |
API schema quality for agent consumption GEO + AEO | Pass |
Action-oriented API GEO + AEO | Fail |
Agent onboarding documentation GEO + AEO | Fail |
AI usage declaration GEO + AEO | Fail |
Machine-readable capability metadata GEO + AEO | Fail |
API auth transparency GEO + AEO | Pass |
AI opt-out technical signals GEO + AEO | Pass |
Content Authority & Quality
Semantic HTML structure GEO + AEO | Partial |
Alt text and accessibility labels GEO + AEO | Pass |
Content freshness GEO + AEO | Partial |
Author authority signals | Fail |
Heading hierarchy quality GEO + AEO | Pass |
Content depth | Pass |
Citation and evidence density | Pass |
Answer Positioning
FAQ schema detection GEO + AEO | Fail |
Answer-oriented content structure | Partial |
Answer-first H2 compliance | Partial |
Chunk extractability (self-contained H2 blocks) | Pass |
TL;DR / Key Takeaways section | N/A |
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