clackamas.edu

Science and Education

54/100

GEO 59.52AEO 46.66AI Extractability 46

Last scanned Aug 30, 2026 · Methodology v4.6 · View Leaderboard →

clackamas.edu scored 54/100 on AI-readiness across 48 parameters measured against ChatGPT, Claude, Grok, Perplexity, and Gemini visibility checks. 18 parameters passed, 14 failed, and 12 need improvement. Strongest area: Crawlability & Access. Weakest: Discovery & Metadata. Compared to other Science and Education sites, this score is in the 63rd percentile.

The educational website clackamas.edu, which has the page title Home | CCC, is categorized under the science_and_education.universities_and_colleges sector. According to the site's meta-description, whether you want to earn an associate degree or certificate, transfer to a four-year university, or start a career—you can begin your journey at Clackamas Community College! Based on the friendly4AI readiness scanner, this online platform has been assigned an ai-readiness-score of 54.

18 Pass

14 Fail

12 Needs Improvement

Engine-specific readiness

These are derived on-page readiness estimates for each engine's grounding index — not live engine queries.

Microsoft Copilot · ChatGPT Search

Bing index

Google AI Mode · Gemini

Google ranking

Limited signal

Perplexity

Own index

Limited signal

Claude

Brave Search

Limited signal

Why per-provider matters: ChatGPT and Perplexity disagree by up to 22× on the same prompt set. A single-engine score is a sampling error.

AI Extractability

AI Extractability: 46/100

How easily AI engines can extract and cite this page. Combines freshness, schema, and answer-block placement.

Freshness

Fresh

Fresh — last modified 0 days ago. Inside the 7–14 day refresh window AI engines reward.

Source:date_header

Freshness: page modified 0 days ago. Inside Perplexity 2–3 day window. Inside 13-week recent band. Far from 26-week at-risk threshold.

Perplexity 2–3d

Schema / Structured Data

No structured data detected. Schema.org markup states what a page is about in a form assistants parse directly, instead of leaving them to infer it from prose.

Answer Block

Too short

Answer block short — 7 words. This report aims for 40–60 words as a formatting heuristic; expand the opening paragraph so it stands alone for ChatGPT and Perplexity.

Answer block starts at word 8, spans 7 words within a 134-word context passage.

GEO — Generative Engine Optimization

Parameters that determine how well AI crawlers can discover and index your content.

Crawlability & Access

robots.txt accessibilityLearn more	Pass
HTTP status and reachabilityLearn more	Pass
AI usage declaration GEO + AEO Learn more	Fail
AI opt-out technical signals GEO + AEO Learn more	Pass
AI crawler access controlLearn more	Pass
Paywall and login gating detectionLearn more	Pass
Search-bot network reachabilityLearn more	Pass

Discovery & Metadata

sitemap.xml availabilityLearn more	Fail
Structured Data (schema.org)Learn more	Fail
Page metadataLearn more	Pass
URL stabilityLearn more	Pass
Structured data (schema.org/JSON-LD) coverageLearn more	Fail
Security headers baselineLearn more	Fail
FAQ schema detection GEO + AEO Learn more	Fail
Internal link coverageLearn more	Pass
Content-type schema alignmentLearn more	N/A
IndexNow push-protocol adoptionLearn more	Fail
Entity grounding via sameAs linksLearn more	Fail

API & Agent Readiness

OpenAPI/API discoverability GEO + AEO Learn more	Pass
API schema quality for agent consumption GEO + AEO Learn more	Partial
Action-oriented API GEO + AEO Learn more	Pass
Agent onboarding documentation GEO + AEO Learn more	Partial
Machine-readable capability metadata GEO + AEO Learn more	Fail
API auth transparency GEO + AEO Learn more	Fail

Content Structure

Semantic HTML structure GEO + AEO Learn more	Partial
Content visibility without JavaScriptLearn more	Partial
Alt text and accessibility labels GEO + AEO Learn more	Pass
Heading hierarchy quality GEO + AEO Learn more	Partial
Nosnippet directive detectionLearn more	Pass
Paragraph length distributionLearn more	Partial
Section length distributionLearn more	Partial
Dated statistics ratioLearn more	Pass
Comparison table presenceLearn more	N/A
Entity name consistencyLearn more	Pass
Multimedia coverage and alignmentLearn more	Partial

AI-Specific Protocols

AI manifests coverageLearn more	Fail
llms.txt file presence Experimental Learn more	Fail
UCP manifest availabilityLearn more	N/A

Content Quality

Content freshness GEO + AEO Learn more	Pass
Core Web Vitals (page experience)Learn more	Pass

AEO — Answer Engine Optimization

Parameters that influence how AI systems cite and surface your content in answers.

AI Integration

OpenAPI/API discoverability GEO + AEO Learn more	Pass
API schema quality for agent consumption GEO + AEO Learn more	Partial
Action-oriented API GEO + AEO Learn more	Pass
Agent onboarding documentation GEO + AEO Learn more	Partial
AI usage declaration GEO + AEO Learn more	Fail
Machine-readable capability metadata GEO + AEO Learn more	Fail
API auth transparency GEO + AEO Learn more	Fail
AI opt-out technical signals GEO + AEO Learn more	Pass

Content Authority & Quality

Semantic HTML structure GEO + AEO Learn more	Partial
Alt text and accessibility labels GEO + AEO Learn more	Pass
Content freshness GEO + AEO Learn more	Pass
Author authority signalsLearn more	Fail
Heading hierarchy quality GEO + AEO Learn more	Partial
Content depthLearn more	Partial
Citation and evidence densityLearn more	Partial

Answer Positioning

FAQ schema detection GEO + AEO Learn more	Fail
Answer-oriented content structureLearn more	Pass
Answer-first H2 complianceLearn more	Fail
Chunk extractability (self-contained H2 blocks)Learn more	Partial
TL;DR / Key Takeaways sectionLearn more	N/A
Answer block shapeLearn more	Partial

Scores higher than 63% of Science and Education sites

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