geo-content

Content quality and E-E-A-T assessment for AI citability — evaluate experience, expertise, authoritativeness, trustworthiness, and content structure

asale ai@asale-ai

Install

openclaw skills install @asale-ai/geo-content

GEO Content Quality & E-E-A-T Assessment

Purpose

AI search platforms do not just find content — they evaluate whether content deserves to be cited. The primary framework for this evaluation is E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness), which per Google's December 2025 Quality Rater Guidelines update now applies to ALL competitive queries, not just YMYL (Your Money Your Life) topics. Content that scores high on E-E-A-T is dramatically more likely to be cited by AI platforms.

This skill evaluates content through two lenses:

E-E-A-T signals — does the content demonstrate real expertise and trust?
AI citability — is the content structured so AI platforms can extract and cite specific claims?

How to Use This Skill

Fetch the target page(s) — homepage, key blog posts, service/product pages
Evaluate E-E-A-T across the 4 dimensions (25% each)
Assess content quality metrics (structure, readability, depth)
Check for AI content quality signals
Evaluate topical authority across the site
Score and generate GEO-CONTENT-ANALYSIS.md

E-E-A-T Framework (100 points total)

Experience — 25 points

First-hand knowledge and direct involvement with the topic. AI platforms increasingly distinguish between content that reports on a topic and content from someone who has DONE it.

Signals to evaluate:

Signal	Points	How to Score
First-person accounts ("I tested...", "We implemented...")	5	5 if present and specific, 3 if generic, 0 if absent
Original research or data not available elsewhere	5	5 if original data, 3 if references original work, 0 if none
Case studies with specific results	4	4 if detailed with numbers, 2 if general, 0 if none
Screenshots, photos, or evidence of direct use	3	3 if authentic evidence, 1 if stock/generic, 0 if none
Specific examples from personal experience	4	4 if specific and unique, 2 if somewhat specific, 0 if generic
Demonstrations of process (not just outcome)	4	4 if step-by-step from experience, 2 if partial, 0 if none

What to flag as weak Experience:

Content that only summarizes what other sources say without adding new perspective
Generic advice that could apply to any situation ("It depends on your needs")
No mention of actual usage, testing, or direct involvement
Hedging language that suggests lack of direct knowledge ("reportedly", "supposedly", "some say")

Expertise — 25 points

Demonstrated knowledge depth and professional competence in the subject matter.

Signals to evaluate:

Signal	Points	How to Score
Author credentials visible (bio, degrees, certifications)	5	5 if full credentials, 3 if basic bio, 0 if no author
Technical depth appropriate to topic	5	5 if thorough technical treatment, 3 if adequate, 0 if superficial
Methodology explanation (how conclusions were reached)	4	4 if clear methodology, 2 if some explanation, 0 if none
Data-backed claims (statistics, research citations)	4	4 if well-sourced, 2 if some data, 0 if unsupported claims
Industry-specific terminology used correctly	3	3 if accurate specialized language, 1 if basic, 0 if errors
Author page with detailed professional background	4	4 if dedicated author page, 2 if brief bio, 0 if none

What to flag as weak Expertise:

Claims without supporting evidence or sources
Surface-level coverage of complex topics
Misuse of technical terminology
No visible author or author without relevant credentials
Content that is broad and generic rather than deep and specific

Authoritativeness — 25 points

Recognition by others as a credible source on the topic.

Signals to evaluate:

Signal	Points	How to Score
Inbound citations from authoritative sources	5	5 if cited by major sources, 3 if some citations, 0 if none
Author quoted or cited in press/media	4	4 if media mentions, 2 if industry mentions, 0 if none
Industry awards or recognition mentioned	3	3 if relevant awards, 1 if tangential, 0 if none
Speaker credentials (conferences, events)	3	3 if listed, 0 if none
Published in peer-reviewed or respected outlets	4	4 if tier-1 publications, 2 if industry outlets, 0 if none
Comprehensive topic coverage (topical authority)	3	3 if site covers topic thoroughly, 1 if some coverage, 0 if isolated
Brand mentioned on Wikipedia or authoritative references	3	3 if Wikipedia, 2 if other encyclopedic refs, 0 if none

What to flag as weak Authoritativeness:

Single-topic site with no depth of coverage
No external validation of expertise claims
No backlinks from authoritative sources
Claims of authority without evidence (self-proclaimed "expert")

Trustworthiness — 25 points

Signals that the content and its publisher are reliable and transparent.

Signals to evaluate:

Signal	Points	How to Score
Contact information visible (address, phone, email)	4	4 if full contact info, 2 if email only, 0 if none
Privacy policy present and linked	2	2 if present, 0 if absent
Terms of service present	1	1 if present, 0 if absent
HTTPS with valid certificate	2	2 if valid HTTPS, 0 if not
Editorial standards or corrections policy	3	3 if documented, 1 if implicit, 0 if none
Transparent about business model and conflicts	3	3 if clear disclosures, 1 if some, 0 if none
Reviews and testimonials from real customers	3	3 if verified reviews, 1 if testimonials, 0 if none
Accurate claims (no misinformation detected)	4	4 if all claims accurate, 2 if mostly accurate, 0 if errors found
Clear affiliate/sponsorship disclosures	3	3 if properly disclosed, 0 if undisclosed or absent

What to flag as weak Trustworthiness:

No contact information or physical address
Missing privacy policy or terms
Undisclosed affiliate links or sponsored content
Claims that are verifiably false or misleading
No way to contact the publisher for corrections

Content Quality Metrics

Word Count Benchmarks

These are floors, not targets. More words does not mean better content. The benchmark is the minimum length to adequately cover a topic for AI citability.

Page Type	Minimum Words	Ideal Range	Notes
Homepage	500	500-1,500	Clear value proposition, not a wall of text
Blog post	1,500	1,500-3,000	Thorough but focused
Pillar content / Ultimate guide	2,000	2,500-5,000	Comprehensive topic coverage
Product page	300	500-1,500	Descriptions, specs, use cases
Service page	500	800-2,000	What, how, why, for whom
About page	300	500-1,000	Company/person story and credentials
FAQ page	500	1,000-2,500	Thorough answers, not one-liners

Readability Assessment

Target Flesch Reading Ease: 60-70 (8th-9th grade level)
This is NOT a direct ranking factor but affects citability — AI platforms prefer content that is clear and unambiguous
Overly academic writing (score < 30) reduces citability for general queries
Overly simple writing (score > 80) may lack the depth needed for expertise signals

How to estimate without a tool:

Average sentence length: 15-20 words is ideal
Average paragraph length: 2-4 sentences
Presence of jargon: should be defined when first used
Passive voice: < 15% of sentences

Paragraph Structure for AI Parsing

AI platforms extract content at the paragraph level. Each paragraph should be a self-contained unit of meaning.

Optimal paragraph structure:

2-4 sentences per paragraph (1-sentence paragraphs are weak; 5+ sentences are hard to extract)
One idea per paragraph — do not mix topics within a paragraph
Lead with the key claim — first sentence should contain the main point
Support with evidence — remaining sentences provide data, examples, or context
Quotable standalone — each paragraph should make sense if extracted in isolation

Heading Structure

One H1 per page — the primary topic/title
H2 for major sections — should represent distinct subtopics
H3 for subsections — nested under relevant H2
No skipped levels — do not go from H1 to H3 without an H2
Descriptive headings — "How to Optimize for AI Search" not "Section 2"
Question-based headings where appropriate — these map directly to AI queries

Internal Linking

Every content page should link to 3-5 related pages on the same site
Links should use descriptive anchor text (not "click here")
Create a topic cluster structure: pillar page linked to/from all related subtopic pages
Orphan pages (no internal links pointing to them) are rarely cited by AI

AI Content Assessment

AI-Generated Content Policy

AI-generated content is acceptable per Google's guidance (March 2024 clarification) as long as it demonstrates genuine E-E-A-T signals and has human oversight. The concern is not HOW content is created but WHETHER it provides value.

Signs of Low-Quality AI Content (flag these)

Signal	Description
Generic phrasing	"In today's fast-paced world...", "It's important to note that...", "At the end of the day..."
No original insight	Content that only rephrases widely available information
Lack of first-hand experience	No personal anecdotes, case studies, or specific examples
Perfect but empty structure	Well-formatted headings with shallow content beneath them
No specific examples	Uses abstract explanations without concrete instances
Repetitive conclusions	Each section ends with a variation of the same point
Hedging overload	"Generally speaking", "In most cases", "It depends on various factors" without specifying which factors
Missing human voice	No opinions, preferences, or professional judgment expressed
Filler content	Paragraphs that could be deleted without losing information
No data or sources	Claims presented as facts without attribution or evidence

High-Quality Content Signals (regardless of production method)

Signal	Description
Original data	Surveys, experiments, benchmarks, proprietary analysis
Specific examples	Named products, companies, dates, numbers
Contrarian or nuanced views	Disagreement with conventional wisdom, backed by reasoning
First-person experience	"When I tested this..." or "Our team found..."
Updated information	References to recent events, current data
Expert opinion	Clear professional judgment, not just facts
Practical recommendations	Specific, actionable advice, not vague guidance
Trade-offs acknowledged	"This approach works well for X but not for Y because..."

Content Freshness Assessment

Publication Dates

Check for visible datePublished and dateModified in both the content and structured data
Content without dates is treated as less trustworthy by AI platforms
Dates should be specific (January 15, 2026) not vague ("recently")

Freshness Scoring

Criterion	Score
Updated within 3 months	Excellent — current and relevant
Updated within 6 months	Good — still reasonably current
Updated within 12 months	Acceptable — may need refresh
Updated 12-24 months ago	Warning — review for accuracy
No date or 24+ months old	Critical — AI platforms may deprioritize

Evergreen Indicators

Some content remains relevant regardless of age. Flag content as evergreen if:

It covers fundamental concepts that do not change (physics, basic math, legal definitions)
It is clearly labeled as a reference/guide for lasting concepts
It does not contain time-dependent claims ("the latest", "currently", "in 2024")

Topical Authority Assessment

What It Is

Topical authority measures whether a site comprehensively covers a topic rather than touching on it superficially. AI platforms prefer citing sites that are recognized authorities on their topics.

How to Assess

Content breadth: Does the site have multiple pages covering different aspects of its core topic?
Content depth: Do individual pages go deep into subtopics?
Topic clustering: Are pages organized into logical groups with internal linking?
Content gaps: Are there obvious subtopics that the site should cover but does not?
Competitor comparison: Do competitors cover subtopics that this site misses?

Scoring

Level	Description	Score Impact
Authority	20+ pages covering topic comprehensively, strong clustering	+10 bonus
Developing	10-20 pages with some clustering	+5 bonus
Emerging	5-10 pages on topic, limited clustering	+0
Thin	< 5 pages, no clustering	-5 penalty

Overall Scoring (0-100)

Score Composition

Component	Weight	Max Points
Experience	25%	25
Expertise	25%	25
Authoritativeness	25%	25
Trustworthiness	25%	25
Subtotal		100
Topical Authority Modifier		+10 to -5
Final Score		Capped at 100

Score Interpretation

85-100: Exceptional — strong AI citation candidate across platforms
70-84: Good — solid foundation, specific improvements will increase citability
55-69: Average — multiple E-E-A-T gaps reducing AI visibility
40-54: Below Average — significant content quality and trust issues
0-39: Poor — fundamental content strategy overhaul needed

Output Format

Generate GEO-CONTENT-ANALYSIS.md with:

markdown

# GEO Content Quality & E-E-A-T Analysis — [Domain]
Date: [Date]

## Content Score: XX/100

## E-E-A-T Breakdown
| Dimension | Score | Key Finding |
|---|---|---|
| Experience | XX/25 | [One-line summary] |
| Expertise | XX/25 | [One-line summary] |
| Authoritativeness | XX/25 | [One-line summary] |
| Trustworthiness | XX/25 | [One-line summary] |

## Topical Authority Modifier: [+10 to -5]

## Pages Analyzed
| Page | Word Count | Readability | Heading Structure | Citability Rating |
|---|---|---|---|---|
| [URL] | [Count] | [Score] | [Pass/Warn/Fail] | [High/Medium/Low] |

## E-E-A-T Detailed Findings

### Experience
[Specific passages and pages with strong/weak experience signals]

### Expertise
[Author credentials found, technical depth assessment, specific gaps]

### Authoritativeness
[External validation found, topical authority assessment, gaps]

### Trustworthiness
[Trust signals present/missing, accuracy concerns if any]

## Content Quality Issues
[Specific passages flagged with reasons and rewrite suggestions]

## AI Content Concerns
[Any low-quality AI content patterns detected, with specific examples]

## Freshness Assessment
| Page | Published | Last Updated | Status |
|---|---|---|---|
| [URL] | [Date] | [Date] | [Current/Stale/No Date] |

## Citability Assessment
### Most Citable Passages
[Top 5 passages that AI platforms are most likely to cite, with reasons]

### Least Citable Pages
[Pages with lowest citability, with specific improvement recommendations]

## Improvement Recommendations
### Quick Wins
[Specific content changes that can be made immediately]

### Content Gaps
[Topics the site should cover to strengthen topical authority]

### Author/E-E-A-T Improvements
[Specific steps to strengthen E-E-A-T signals]