Content Quality Audit
Check both traditional SEO (E-E-A-T) and AI search (citability)
Two Dimensions
| Dimension |
Goal |
Key Metrics |
| Traditional SEO |
Google rankings |
E-E-A-T score, keywords, structure |
| AI Citability |
ChatGPT/Perplexity citations |
Extractability, authority signals, third-party presence |
Part 1: Traditional SEO - 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.
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
Part 2: AI Citability - Three Pillars
Source: Princeton GEO Research + Industry Best Practices
Pillar 1: Structure (Extractability)
AI systems extract paragraphs, not entire pages. Each key claim should stand alone.
| Content Block Type |
Use Case |
Example |
| Definition block |
"What is X?" |
"CRM is software that manages customer relationships..." |
| Steps block |
"How to do X?" |
"Step 1... Step 2... Step 3..." |
| Comparison table |
"X vs Y" |
Feature comparison table |
| Pros/cons block |
Evaluation queries |
"Pros:... Cons:..." |
| FAQ block |
Common questions |
Q:... A:... |
| Statistics block |
Data support |
"According to 2025 survey, 73% of users..." |
Structure Rules:
- Lead each paragraph with the answer (don't bury it)
- Key paragraphs 40-60 words (optimal AI extraction length)
- Use question format for H2/H3 headings (match user search)
- Use tables for comparisons, lists for steps
Pillar 2: Authority (Citability)
| Optimization Method |
Visibility Boost |
How to Do |
| Cite sources |
+40% |
Add authoritative citations and links |
| Add statistics |
+37% |
Specific numbers + source |
| Expert quotes |
+30% |
"According to [expert]..." |
| Authoritative tone |
+25% |
Demonstrate expertise |
| Keyword stuffing |
-10% |
Reduces AI visibility |
Best combination: Fluency + Statistics = Maximum boost
Pillar 3: Presence (Third-Party Exposure)
AI doesn't just cite your website, it cites where you appear.
| Platform |
AI Citation Share |
Action |
| Wikipedia |
7.8% |
Ensure brand page is accurate |
| Reddit |
1.8% |
Participate in relevant communities |
| YouTube |
High |
Create video content |
| Review sites |
Medium |
Keep G2, Capterra updated |
| Quora |
Medium |
Give in-depth answers to related questions |
Combined Score Output
Content Quality Audit Report
1. Traditional SEO Score: XX/100
- Experience: XX/25
- Expertise: XX/25
- Authoritativeness: XX/25
- Trustworthiness: XX/25
2. AI Citability Score: XX/100
- Structure Extractability: XX/33
- Authority Signals: XX/33
- Third-Party Presence: XX/33
3. Combined Score: XX/100
4. Priority Fixes
- [Specific recommendations]
[PROTOCOL]: Update this header on changes, then check CLAUDE.md
1---2name: 30x-seo-content-audit3description: Content quality audit for both traditional SEO (E-E-A-T) and AI search (citability, structure, authority). Use when user says "content audit", "content quality", "E-E-A-T", "AI citability", "content analysis", or "is my content good for SEO".4---5
6# Content Quality Audit
7
8> Check both traditional SEO (E-E-A-T) and AI search (citability)
9
10## Two Dimensions
11
12| Dimension | Goal | Key Metrics |
13|-----------|------|-------------|
14| **Traditional SEO** | Google rankings | E-E-A-T score, keywords, structure |
15| **AI Citability** | ChatGPT/Perplexity citations | Extractability, authority signals, third-party presence |
16
17---
18
19## Part 1: Traditional SEO - E-E-A-T Analysis
20
21## E-E-A-T Framework (updated Sept 2025 QRG)
22
23Read `seo/references/eeat-framework.md` for full criteria.
24
25### Experience (first-hand signals)
26- Original research, case studies, before/after results
27- Personal anecdotes, process documentation
28- Unique data, proprietary insights
29- Photos/videos from direct experience
30
31### Expertise
32- Author credentials, certifications, bio
33- Professional background relevant to topic
34- Technical depth appropriate for audience
35- Accurate, well-sourced claims
36
37### Authoritativeness
38- External citations, backlinks from authoritative sources
39- Brand mentions, industry recognition
40- Published in recognized outlets
41- Cited by other experts
42
43### Trustworthiness
44- Contact information, physical address
45- Privacy policy, terms of service
46- Customer testimonials, reviews
47- Date stamps, transparent corrections
48- Secure site (HTTPS)
49
50## Content Metrics
51
52### Word Count Analysis
53Compare against page type minimums:
54| Page Type | Minimum |
55|-----------|---------|
56| Homepage | 500 |
57| Service page | 800 |
58| Blog post | 1,500 |
59| Product page | 300+ (400+ for complex products) |
60| Location page | 500-600 |
61
62> **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.
63
64### Readability
65- Flesch Reading Ease: target 60-70 for general audience
66
67> **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.
68- Grade level: match target audience
69- Sentence length: average 15-20 words
70- Paragraph length: 2-4 sentences
71
72### Keyword Optimization
73- Primary keyword in title, H1, first 100 words
74- Natural density (1-3%)
75- Semantic variations present
76- No keyword stuffing
77
78### Content Structure
79- Logical heading hierarchy (H1 → H2 → H3)
80- Scannable sections with descriptive headings
81- Bullet/numbered lists where appropriate
82- Table of contents for long-form content
83
84### Multimedia
85- Relevant images with proper alt text
86- Videos where appropriate
87- Infographics for complex data
88- Charts/graphs for statistics
89
90### Internal Linking
91- 3-5 relevant internal links per 1000 words
92- Descriptive anchor text
93- Links to related content
94- No orphan pages
95
96### External Linking
97- Cite authoritative sources
98- Open in new tab for user experience
99- Reasonable count (not excessive)
100
101## AI Content Assessment (Sept 2025 QRG addition)
102
103Google's raters now formally assess whether content appears AI-generated.
104
105### Acceptable AI Content
106- Demonstrates genuine E-E-A-T
107- Provides unique value
108- Has human oversight and editing
109- Contains original insights
110
111### Low-Quality AI Content Markers
112- Generic phrasing, lack of specificity
113- No original insight
114- Repetitive structure across pages
115- No author attribution
116- Factual inaccuracies
117
118> **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.
119
120## AI Citation Readiness (GEO signals)
121
122Optimize for AI search engines (ChatGPT, Perplexity, Google AI Overviews):
123
124- Clear, quotable statements with statistics/facts
125- Structured data (especially for data points)
126- Strong heading hierarchy (H1→H2→H3 flow)
127- Answer-first formatting for key questions
128- Tables and lists for comparative data
129- Clear attribution and source citations
130
131### AI Search Visibility & GEO (2025-2026)
132
133**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.
134
135**Key optimization strategies for AI citation:**
136- **Structured answers:** Clear question-answer formats, definition patterns, and step-by-step instructions that AI systems can extract and cite
137- **First-party data:** Original research, statistics, case studies, and unique datasets are highly cited by AI systems
138- **Schema markup:** Article, FAQ (for non-Google AI platforms), and structured content schemas help AI systems parse and attribute content
139- **Topical authority:** AI systems preferentially cite sources that demonstrate deep expertise — build content clusters, not isolated pages
140- **Entity clarity:** Ensure brand, authors, and key concepts are clearly defined with structured data (Organization, Person schema)
141- **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.
142
143**Generative Engine Optimization (GEO):**
144GEO 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.
145
146## Content Freshness
147
148- Publication date visible
149- Last updated date if content has been revised
150- Flag content older than 12 months without update for fast-changing topics
151
152## Output
153
154### Content Quality Score: XX/100
155
156### E-E-A-T Breakdown
157| Factor | Score | Key Signals |
158|--------|-------|-------------|
159| Experience | XX/25 | ... |
160| Expertise | XX/25 | ... |
161| Authoritativeness | XX/25 | ... |
162| Trustworthiness | XX/25 | ... |
163
164### AI Citation Readiness: XX/100
165
166### Issues Found
167### Recommendations
168
169---
170
171## Part 2: AI Citability - Three Pillars
172
173> Source: Princeton GEO Research + Industry Best Practices
174
175### Pillar 1: Structure (Extractability)
176
177AI systems extract paragraphs, not entire pages. Each key claim should stand alone.
178
179| Content Block Type | Use Case | Example |
180|-------------------|----------|---------|
181| Definition block | "What is X?" | "CRM is software that manages customer relationships..." |
182| Steps block | "How to do X?" | "Step 1... Step 2... Step 3..." |
183| Comparison table | "X vs Y" | Feature comparison table |
184| Pros/cons block | Evaluation queries | "Pros:... Cons:..." |
185| FAQ block | Common questions | Q:... A:... |
186| Statistics block | Data support | "According to 2025 survey, 73% of users..." |
187
188**Structure Rules**:
189- Lead each paragraph with the answer (don't bury it)
190- Key paragraphs 40-60 words (optimal AI extraction length)
191- Use question format for H2/H3 headings (match user search)
192- Use tables for comparisons, lists for steps
193
194### Pillar 2: Authority (Citability)
195
196| Optimization Method | Visibility Boost | How to Do |
197|---------------------|:----------------:|-----------|
198| Cite sources | +40% | Add authoritative citations and links |
199| Add statistics | +37% | Specific numbers + source |
200| Expert quotes | +30% | "According to [expert]..." |
201| Authoritative tone | +25% | Demonstrate expertise |
202| Keyword stuffing | **-10%** | **Reduces AI visibility** |
203
204**Best combination**: Fluency + Statistics = Maximum boost
205
206### Pillar 3: Presence (Third-Party Exposure)
207
208AI doesn't just cite your website, it cites where you appear.
209
210| Platform | AI Citation Share | Action |
211|----------|:-----------------:|--------|
212| Wikipedia | 7.8% | Ensure brand page is accurate |
213| Reddit | 1.8% | Participate in relevant communities |
214| YouTube | High | Create video content |
215| Review sites | Medium | Keep G2, Capterra updated |
216| Quora | Medium | Give in-depth answers to related questions |
217
218---
219
220## Combined Score Output
221
222```
223Content Quality Audit Report
224
2251. Traditional SEO Score: XX/100
226 - Experience: XX/25
227 - Expertise: XX/25
228 - Authoritativeness: XX/25
229 - Trustworthiness: XX/25
230
2312. AI Citability Score: XX/100
232 - Structure Extractability: XX/33
233 - Authority Signals: XX/33
234 - Third-Party Presence: XX/33
235
2363. Combined Score: XX/100
237
2384. Priority Fixes
239 - [Specific recommendations]
240```
241
242[PROTOCOL]: Update this header on changes, then check CLAUDE.md