Content Quality & E-E-A-T Analysis
E-E-A-T Framework (updated Sept 2025 QRG)
Read seo/references/eeat-framework.md for full criteria.
Experience (first-hand signals)
- Original research, case studies, before/after results
- Personal anecdotes, process documentation
- Unique data, proprietary insights
- Photos/videos from direct experience
Expertise
- Author credentials, certifications, bio
- Professional background relevant to topic
- Technical depth appropriate for audience
- Accurate, well-sourced claims
Authoritativeness
- External citations, backlinks from authoritative sources
- Brand mentions, industry recognition
- Published in recognized outlets
- Cited by other experts
Trustworthiness
- Contact information, physical address
- Privacy policy, terms of service
- Customer testimonials, reviews
- Date stamps, transparent corrections
- Secure site (HTTPS)
Content Metrics
Word Count Analysis
Compare against page type minimums:
| Page Type |
Minimum |
| Homepage |
500 |
| Service page |
800 |
| Blog post |
1,500 |
| Product page |
300+ (400+ for complex products) |
| Location page |
500-600 |
Important: These are topical coverage floors, not targets. Google has confirmed word count is NOT a direct ranking factor. The goal is comprehensive topical coverage — a 500-word page that thoroughly answers the query will outrank a 2,000-word page that doesn't. Use these as guidelines for adequate coverage depth, not rigid requirements.
Readability
- Flesch Reading Ease: target 60-70 for general audience
Note: Flesch Reading Ease is a useful proxy for content accessibility but is NOT a direct Google ranking factor. John Mueller has confirmed Google does not use basic readability scores for ranking. Yoast deprioritized Flesch scores in v19.3. Use readability analysis as a content quality indicator, not as an SEO metric to optimize directly.
- Grade level: match target audience
- Sentence length: average 15-20 words
- Paragraph length: 2-4 sentences
Keyword Optimization
- Primary keyword in title, H1, first 100 words
- Natural density (1-3%)
- Semantic variations present
- No keyword stuffing
Content Structure
- Logical heading hierarchy (H1 → H2 → H3)
- Scannable sections with descriptive headings
- Bullet/numbered lists where appropriate
- Table of contents for long-form content
Multimedia
- Relevant images with proper alt text
- Videos where appropriate
- Infographics for complex data
- Charts/graphs for statistics
Internal Linking
- 3-5 relevant internal links per 1000 words
- Descriptive anchor text
- Links to related content
- No orphan pages
External Linking
- Cite authoritative sources
- Open in new tab for user experience
- Reasonable count (not excessive)
AI Content Assessment (Sept 2025 QRG addition)
Google's raters now formally assess whether content appears AI-generated.
Acceptable AI Content
- Demonstrates genuine E-E-A-T
- Provides unique value
- Has human oversight and editing
- Contains original insights
Low-Quality AI Content Markers
- Generic phrasing, lack of specificity
- No original insight
- Repetitive structure across pages
- No author attribution
- Factual inaccuracies
Helpful Content System (March 2024): The Helpful Content System was merged into Google's core ranking algorithm during the March 2024 core update. It no longer operates as a standalone classifier. Helpfulness signals are now weighted within every core update — the same principles apply (people-first content, demonstrating E-E-A-T, satisfying user intent), but enforcement is continuous rather than through separate HCU updates.
AI Citation Readiness (GEO signals)
Optimize for AI search engines (ChatGPT, Perplexity, Google AI Overviews):
- Clear, quotable statements with statistics/facts
- Structured data (especially for data points)
- Strong heading hierarchy (H1→H2→H3 flow)
- Answer-first formatting for key questions
- Tables and lists for comparative data
- Clear attribution and source citations
AI Search Visibility & GEO (2025-2026)
Google AI Mode launched publicly in May 2025 as a separate tab in Google Search, available in 180+ countries. Unlike AI Overviews (which appear above organic results), AI Mode provides a fully conversational search experience with zero organic blue links — making AI citation the only visibility mechanism.
Key optimization strategies for AI citation:
- Structured answers: Clear question-answer formats, definition patterns, and step-by-step instructions that AI systems can extract and cite
- First-party data: Original research, statistics, case studies, and unique datasets are highly cited by AI systems
- Schema markup: Article, FAQ (for non-Google AI platforms), and structured content schemas help AI systems parse and attribute content
- Topical authority: AI systems preferentially cite sources that demonstrate deep expertise — build content clusters, not isolated pages
- Entity clarity: Ensure brand, authors, and key concepts are clearly defined with structured data (Organization, Person schema)
- Multi-platform tracking: Monitor visibility across Google AI Overviews, AI Mode, ChatGPT, Perplexity, and Bing Copilot — not just traditional rankings. Treat AI citation as a standalone KPI alongside organic rankings and traffic.
Generative Engine Optimization (GEO):
GEO is the emerging discipline of optimizing content specifically for AI-generated answers. Key GEO signals include: quotability (clear, concise extractable facts), attribution (source citations within your content), structure (well-organized heading hierarchy), and freshness (regularly updated data). Cross-reference the seo-geo skill for detailed GEO workflows.
AI Search Impact on Content Strategy (2025-2026)
The rise of AI-powered search is fundamentally reshaping content creation:
Key Statistics
| Metric |
Value |
Implication |
| AI Overviews query coverage |
48% of all queries |
Nearly half of searches now show AI summaries |
| YoY growth of AI Overviews |
58% |
Rapid expansion into new query types |
| CTR reduction when AI summary appears |
34-46% |
Significant organic traffic erosion |
| Consumers using AI search as primary |
50% |
Behavioral shift away from traditional SERP |
| Google AI Mode countries |
180+ (May 2025) |
Zero blue links — fully conversational |
Answer-First Content Paradigm
With AI Overviews consuming 34-46% of clicks, content must be restructured:
- First 200 words must directly answer the query — AI systems extract from early content
- Lead with the conclusion, then explain — inverted pyramid is now mandatory for visibility
- Include unique data in every piece — AI preferentially cites original statistics and research
- Structure for extraction — self-contained 134-167 word answer blocks that can be quoted independently
- Update frequency matters — AI systems favor recently updated content with visible timestamps
Content Types Most Affected
- Informational queries: Highest AI Overview coverage (~70%)
- How-to queries: Moderate coverage (~45%), often with step-by-step AI answers
- Comparison queries: Growing coverage (~35%), AI generates comparison tables
- Transactional queries: Low coverage (~15%), still mostly organic results
Defensive Strategy
- Create content AI cannot generate: original research, first-hand experience, proprietary data
- Build brand recognition across platforms (YouTube, Reddit, LinkedIn) — brand mentions drive AI citations 3x more than backlinks
- Implement structured data aggressively — schema markup increases AI citation probability by ~2.5x
Content Freshness
- Publication date visible
- Last updated date if content has been revised
- Flag content older than 12 months without update for fast-changing topics
Output
Content Quality Score: XX/100
E-E-A-T Breakdown
| Factor |
Score |
Key Signals |
| Experience |
XX/25 |
... |
| Expertise |
XX/25 |
... |
| Authoritativeness |
XX/25 |
... |
| Trustworthiness |
XX/25 |
... |
AI Citation Readiness: XX/100
Issues Found
Recommendations
1---2name: seo-content3description: Content quality and E-E-A-T analysis with AI citation readiness assessment. Use when user says "content quality", "E-E-A-T", "content analysis", "readability check", "thin content", or "content audit".4---56# Content Quality & E-E-A-T Analysis78## E-E-A-T Framework (updated Sept 2025 QRG)910Read `seo/references/eeat-framework.md` for full criteria.1112### Experience (first-hand signals)13- Original research, case studies, before/after results14- Personal anecdotes, process documentation15- Unique data, proprietary insights16- Photos/videos from direct experience1718### Expertise19- Author credentials, certifications, bio20- Professional background relevant to topic21- Technical depth appropriate for audience22- Accurate, well-sourced claims2324### Authoritativeness25- External citations, backlinks from authoritative sources26- Brand mentions, industry recognition27- Published in recognized outlets28- Cited by other experts2930### Trustworthiness31- Contact information, physical address32- Privacy policy, terms of service33- Customer testimonials, reviews34- Date stamps, transparent corrections35- Secure site (HTTPS)3637## Content Metrics3839### Word Count Analysis40Compare against page type minimums:41| Page Type | Minimum |42|-----------|---------|43| Homepage | 500 |44| Service page | 800 |45| Blog post | 1,500 |46| Product page | 300+ (400+ for complex products) |47| Location page | 500-600 |4849> **Important:** These are **topical coverage floors**, not targets. Google has confirmed word count is NOT a direct ranking factor. The goal is comprehensive topical coverage — a 500-word page that thoroughly answers the query will outrank a 2,000-word page that doesn't. Use these as guidelines for adequate coverage depth, not rigid requirements.5051### Readability52- Flesch Reading Ease: target 60-70 for general audience5354> **Note:** Flesch Reading Ease is a useful proxy for content accessibility but is NOT a direct Google ranking factor. John Mueller has confirmed Google does not use basic readability scores for ranking. Yoast deprioritized Flesch scores in v19.3. Use readability analysis as a content quality indicator, not as an SEO metric to optimize directly.55- Grade level: match target audience56- Sentence length: average 15-20 words57- Paragraph length: 2-4 sentences5859### Keyword Optimization60- Primary keyword in title, H1, first 100 words61- Natural density (1-3%)62- Semantic variations present63- No keyword stuffing6465### Content Structure66- Logical heading hierarchy (H1 → H2 → H3)67- Scannable sections with descriptive headings68- Bullet/numbered lists where appropriate69- Table of contents for long-form content7071### Multimedia72- Relevant images with proper alt text73- Videos where appropriate74- Infographics for complex data75- Charts/graphs for statistics7677### Internal Linking78- 3-5 relevant internal links per 1000 words79- Descriptive anchor text80- Links to related content81- No orphan pages8283### External Linking84- Cite authoritative sources85- Open in new tab for user experience86- Reasonable count (not excessive)8788## AI Content Assessment (Sept 2025 QRG addition)8990Google's raters now formally assess whether content appears AI-generated.9192### Acceptable AI Content93- Demonstrates genuine E-E-A-T94- Provides unique value95- Has human oversight and editing96- Contains original insights9798### Low-Quality AI Content Markers99- Generic phrasing, lack of specificity100- No original insight101- Repetitive structure across pages102- No author attribution103- Factual inaccuracies104105> **Helpful Content System (March 2024):** The Helpful Content System was merged into Google's core ranking algorithm during the March 2024 core update. It no longer operates as a standalone classifier. Helpfulness signals are now weighted within every core update — the same principles apply (people-first content, demonstrating E-E-A-T, satisfying user intent), but enforcement is continuous rather than through separate HCU updates.106107## AI Citation Readiness (GEO signals)108109Optimize for AI search engines (ChatGPT, Perplexity, Google AI Overviews):110111- Clear, quotable statements with statistics/facts112- Structured data (especially for data points)113- Strong heading hierarchy (H1→H2→H3 flow)114- Answer-first formatting for key questions115- Tables and lists for comparative data116- Clear attribution and source citations117118### AI Search Visibility & GEO (2025-2026)119120**Google AI Mode** launched publicly in May 2025 as a separate tab in Google Search, available in 180+ countries. Unlike AI Overviews (which appear above organic results), AI Mode provides a fully conversational search experience with **zero organic blue links** — making AI citation the only visibility mechanism.121122**Key optimization strategies for AI citation:**123- **Structured answers:** Clear question-answer formats, definition patterns, and step-by-step instructions that AI systems can extract and cite124- **First-party data:** Original research, statistics, case studies, and unique datasets are highly cited by AI systems125- **Schema markup:** Article, FAQ (for non-Google AI platforms), and structured content schemas help AI systems parse and attribute content126- **Topical authority:** AI systems preferentially cite sources that demonstrate deep expertise — build content clusters, not isolated pages127- **Entity clarity:** Ensure brand, authors, and key concepts are clearly defined with structured data (Organization, Person schema)128- **Multi-platform tracking:** Monitor visibility across Google AI Overviews, AI Mode, ChatGPT, Perplexity, and Bing Copilot — not just traditional rankings. Treat AI citation as a standalone KPI alongside organic rankings and traffic.129130**Generative Engine Optimization (GEO):**131GEO is the emerging discipline of optimizing content specifically for AI-generated answers. Key GEO signals include: quotability (clear, concise extractable facts), attribution (source citations within your content), structure (well-organized heading hierarchy), and freshness (regularly updated data). Cross-reference the `seo-geo` skill for detailed GEO workflows.132133## AI Search Impact on Content Strategy (2025-2026)134135The rise of AI-powered search is fundamentally reshaping content creation:136137### Key Statistics138| Metric | Value | Implication |139|--------|-------|-------------|140| AI Overviews query coverage | **48%** of all queries | Nearly half of searches now show AI summaries |141| YoY growth of AI Overviews | **58%** | Rapid expansion into new query types |142| CTR reduction when AI summary appears | **34-46%** | Significant organic traffic erosion |143| Consumers using AI search as primary | **50%** | Behavioral shift away from traditional SERP |144| Google AI Mode countries | **180+** (May 2025) | Zero blue links — fully conversational |145146### Answer-First Content Paradigm147148With AI Overviews consuming 34-46% of clicks, content must be restructured:1491501. **First 200 words must directly answer the query** — AI systems extract from early content1512. **Lead with the conclusion, then explain** — inverted pyramid is now mandatory for visibility1523. **Include unique data in every piece** — AI preferentially cites original statistics and research1534. **Structure for extraction** — self-contained 134-167 word answer blocks that can be quoted independently1545. **Update frequency matters** — AI systems favor recently updated content with visible timestamps155156### Content Types Most Affected157- **Informational queries**: Highest AI Overview coverage (~70%)158- **How-to queries**: Moderate coverage (~45%), often with step-by-step AI answers159- **Comparison queries**: Growing coverage (~35%), AI generates comparison tables160- **Transactional queries**: Low coverage (~15%), still mostly organic results161162### Defensive Strategy163- Create content AI **cannot** generate: original research, first-hand experience, proprietary data164- Build brand recognition across platforms (YouTube, Reddit, LinkedIn) — brand mentions drive AI citations 3x more than backlinks165- Implement structured data aggressively — schema markup increases AI citation probability by ~2.5x166167## Content Freshness168169- Publication date visible170- Last updated date if content has been revised171- Flag content older than 12 months without update for fast-changing topics172173## Output174175### Content Quality Score: XX/100176177### E-E-A-T Breakdown178| Factor | Score | Key Signals |179|--------|-------|-------------|180| Experience | XX/25 | ... |181| Expertise | XX/25 | ... |182| Authoritativeness | XX/25 | ... |183| Trustworthiness | XX/25 | ... |184185### AI Citation Readiness: XX/100186187### Issues Found188### Recommendations