optimize-for-ai

SKILL.md

Optimize for AI

Optimize for AI search engines (ChatGPT, Perplexity, Claude, Gemini, Google AI
Overviews) using citation architecture, E-E-A-T signals, and brand entity
building.

The Shift: Ranked vs Cited

Traditional SEO gets you ranked in a list of results. AI SEO gets you
cited as a source in AI-generated answers. The difference matters:

AI systems select sources based on content quality, structure, and authority — not just ranking position

AI Overviews appear in a growing share of Google searches and can significantly reduce website clicks

Well-structured, authoritative content gets cited far more often than unstructured content

Being cited by AI builds brand trust in a way traditional rankings cannot

Content That Gets Cited

What AI Systems Look For
AI systems extract information from content. The easier it is to extract, the more likely it gets cited:

Definitions and clear statements

"X is Y" format — unambiguous, extractable

Place definitions early in the content, right after the heading

Avoid burying answers in lengthy introductions

Structured data

Comparison tables — among the most commonly cited content formats

Step-by-step lists

Statistical claims with sources

Pro/con lists

Original insights

Original research and data — unique data earns disproportionate citations

Expert quotes with credentials

First-hand experience descriptions

Counterintuitive findings backed by evidence

Comprehensive coverage

Definitive guides that cover a topic end-to-end

FAQ sections with direct answers

Content that answers follow-up questions proactively

Content Formats That Win (ranked by citation frequency)

Format
Why It Works

Comparison articles
AI frequently answers "X vs Y" and "best X" queries — structured comparisons are easy to extract

Definitive guides
Comprehensive coverage signals authority to AI systems

Original research
Unique data that no one else has — AI systems prefer primary sources

How-to tutorials
Step-by-step structure maps directly to AI response format

Expert roundups
Multiple expert voices increase perceived authority

Content-Type Optimization

Different content types get cited differently. Optimize based on what you're writing:

Comparison / "Best X" Content

Lead with a clear verdict or winner in the first 100 words

Include a summary comparison table near the top (AI systems extract tables directly)

Structure each option with consistent subheadings (Pros, Cons, Pricing, Best For)

State the recommendation explicitly: "The best X for Y is Z because..."

Research / Data Content

Add a "Key Findings" callout box with the single most notable statistic

Present data in HTML tables, not inline prose

State methodology explicitly (sample size, timeframe, data source)

Lead each section with the conclusion, then the supporting data

How-To / Tutorial Content

Present the complete step list before any explanatory prose

Use ordered lists with concise step descriptions

Include estimated time and difficulty level upfront

End with a concrete result statement: "After completing these steps, you will have..."

Definition / Explainer Content

Put the definition in the first sentence — not after context-setting

Use the "X is Y" format: unambiguous, standalone, extractable

Follow with a concrete example in the second paragraph

Structure the rest as progressive detail (what → why → how → examples)

AI Citation Scoring

Score each page across 5 dimensions. For each item: Pass (meets criteria fully),
Partial (partly meets), or Fail (does not meet).

1. Extractability

Can AI systems pull a useful answer from this content?

Item
Pass
Fail

Core answer in first 150 words after the heading
Answer appears immediately
Answer buried in background

Self-contained statements (make sense without context)
Key claims stand alone
Claims require surrounding text

Structured data (tables, lists) for comparisons/data
Data in tables or lists
Data in prose paragraphs

TL;DR or summary box at the top
Present
Missing

2. Quotability

Does the content contain statements worth citing?

Item
Pass
Fail

Specific claims with numbers and units
"Response time improved 40% (from 500ms to 300ms)"
"Response time improved significantly"

Named sources on all statistics
Source and date cited
Unsourced numbers

Clear definitions using "X is Y" structure
Present for key terms
Key terms undefined or vague

3. Authority

Does the content signal expertise?

Item
Pass
Fail

Author identified with relevant credentials
Name, title, experience visible
Anonymous or no bio

Expert quotes with named sources
At least 1 named expert quoted
No external voices

References to primary sources (not just other blogs)
Links to research, docs, official data
Only cites other blog posts

4. Freshness

Is the content current?

Item
Pass
Fail

Published or updated date visible on page
Date present and within 18 months
No date or older than 18 months

Data and examples are current
Statistics from last 2 years
Outdated numbers or deprecated tools

5. Entity Clarity

Can AI systems identify what entity this content is about?

Item
Pass
Fail

Subject entity named in full in opening paragraph
"SEOJuice is an SEO intelligence platform..."
Pronoun or abbreviated reference

Organization schema with sameAs links
JSON-LD present
Missing

Consistent brand name across platforms
Same name on site, GBP, LinkedIn, etc.
Variations or inconsistencies

Veto: If AI crawlers (GPTBot, ClaudeBot, PerplexityBot) are blocked in robots.txt, the
AI visibility score is 0 regardless of content quality. Check this first.

Scoring

Score each dimension: Pass = 10, Partial = 5, Fail = 0. Average items per dimension.

Dimension
Score
Assessment

Extractability
[x]/10
...

Quotability
[x]/10
...

Authority
[x]/10
...

Freshness
[x]/10
...

Entity Clarity
[x]/10
...

AI Citation Score
[avg]/10
...

Making Content Quotable

AI systems cite content they can extract cleanly. Here are before/after examples showing how to transform weak content into citable content:

Definition Block

Before (score: 1/10): "SEO is really important and there are many things to consider."

After (score: 9/10): "Search engine optimization (SEO) is the practice of improving a website's visibility in organic search results through technical configuration, content relevance, and link authority. According to BrightEdge, 53% of all website traffic originates from organic search."

Fix: Name the term, classify it, list its components, add a sourced statistic.

Statistical Claim

Before (score: 2/10): "Email marketing is pretty effective for most businesses."

After (score: 9/10): "Email marketing generates an average return of $42 for every $1 spent (Litmus, 2023), making it the highest-ROI digital marketing channel — outperforming social media (average $5.20 per $1) and paid search (average $8 per $1)."

Fix: Replace adjectives with numbers, name the source, add comparison context.

Process / How-To

Before (score: 2/10): "Think about your keywords and try to optimize your content."

After (score: 8/10): "To optimize a page for a target keyword: (1) place the keyword in the title tag and H1, (2) use it in the first 100 words, (3) add 2-3 semantic variations in H2 subheadings, (4) maintain 0.5-2.5% keyword density, and (5) include it in the meta description. Use tools like Google Search Console to verify indexing within 48 hours."

Fix: Number the steps, make each action specific, add tool and time reference.

Quotability Test

Score each content section against these 10 questions (8+ = highly quotable, 5-7 = needs work, <5 = major rewrite):

Can AI quote this without needing surrounding context?

Does it include specific numbers or measurements?

Is the source of any claim clearly identified?

Is the language precise and unambiguous?

Would a subject-matter expert approve this statement?

Is it scannable (uses lists, tables, or short paragraphs)?

Is the information current (data from last 2 years)?

Can the claims be independently verified?

Is it specific to a defined use case or audience?

Does it answer a complete question without requiring follow-up?

Citation Gap Analysis

Check who AI systems currently cite for your target topics:

Search your primary keywords on ChatGPT, Perplexity, and Google AI Overviews

Note which domains are cited in the responses

For each competitor citation, assess: what does their content have that yours doesn't?

Common gaps: more specific data, clearer structure, better-known author, fresher content

Optimization Framework

1. Structure for Extraction

Use clear H2/H3 headings that match questions people ask

Put the answer in the first sentence after the heading

Use HTML tables for comparisons and data

Use ordered lists for processes and rankings

Include a TL;DR or summary box at the top of long content

2. Build Authority Signals

Statistics with sources: Content with cited statistics is significantly more likely to be referenced

Expert quotes: Named experts with credentials increase citation likelihood substantially

Dates and freshness: AI systems prefer recent, dated content

Consistent brand voice: Be recognizable as an authority in your niche

Cross-platform presence: Appear on Wikipedia, Reddit, industry sites — AI systems cross-reference

3. Entity Building

AI systems understand brands as entities. To strengthen your brand entity:

Maintain consistent brand information across the web (name, description, expertise areas)

Appear on platforms AI systems index: Wikipedia, Wikidata, Crunchbase, LinkedIn, industry directories

Get mentioned (not just linked) on authoritative sites

Create a robust About page and author bios with credentials

Use Organization schema markup with sameAs links to all official profiles

4. Entity Identity Checklist

AI systems recognize brands as entities. Use this prioritized checklist to strengthen your entity:

Priority 1 — Foundation (must-have):

 Organization schema on homepage with name, url, logo, description

 sameAs property links to all authoritative profiles (LinkedIn, Wikipedia, Wikidata, social)

 About page with entity-rich content (founding date, key people, mission)

 Consistent brand name, address, and contact info across all directories

 Branded search returns your site as #1 result

Priority 2 — Authority (should-have):

 Google Knowledge Panel present with correct information

 Wikipedia article or 3+ independent reliable source mentions

 Wikidata entry with 10+ properties and references

 3+ authoritative media mentions in recognized publications

 Author pages with credentials and Person schema

Priority 3 — AI-Specific (must-have for AI visibility):

 ChatGPT recognizes your entity correctly when asked

 Perplexity returns accurate information about your brand

 Entity definition is quotable in the first paragraph of your About page

 Entity name used identically across all platforms (no abbreviations or variations)

 Key pages updated within the last 6 months

Current State
Focus Area
Timeline

Most Priority 1 missing
Priority 1 only
2-4 weeks

Priority 1 done, Priority 2 mixed
Priority 2 authority
1-2 months

Priority 1-2 done
Priority 3 AI-specific
2-3 months

All tiers done
Maintenance + quarterly re-audit
Ongoing

5. Technical Requirements

Don't block AI crawlers. Check robots.txt for blocks on GPTBot, ClaudeBot, PerplexityBot, Google-Extended

Keep content accessible. Content behind login walls, paywalls, or heavy JS rendering may not be crawled

Use semantic HTML. Proper heading hierarchy, tables, lists — not divs styled to look like these

Implement structured data. Article, FAQ, HowTo, Organization schema help AI systems understand content type

AI Visibility Audit Checklist

 robots.txt does not block AI crawlers (GPTBot, ClaudeBot, PerplexityBot)

 Key pages render without JavaScript (or use SSR/SSG)

 Content uses clear definitional structure ("X is Y")

 Comparison tables exist for relevant topics

 Statistics include named sources and dates

 Author bios include credentials and expertise signals

 Organization schema is present with sameAs links

 Brand appears on major platforms (Wikipedia, Crunchbase, LinkedIn)

 Content is dated and regularly updated

 FAQ sections use direct, concise answers

How Each AI Engine Cites Differently

Different AI systems have distinct citation behaviors. Optimize for all, but understand the differences:

Factor
Google AI Overviews
ChatGPT
Perplexity
Claude

Freshness bias
High
Medium
Very High
N/A (training data)

Authority weight
Very High
High
High
High

Structure importance
High
Medium
Very High
Medium

Typical citations per answer
3-8
1-6
5-10
N/A

Domain trust weight
Very High
High
Medium
High

Factual density preference
High
High
Very High
Very High

Per-Engine Notes

Google AI Overviews — Favors E-E-A-T signals, recent publication dates, structured content (short paragraphs, bullet points, tables). Cites 3-8 sources per overview.

ChatGPT (with browsing) — Uses inline citations [1], [2]. Favors .edu/.gov/.org domains and recognized brands. Pulls exact quotes when information is distinctive.

Perplexity — Strongest freshness bias. Shows domain and publish date alongside citations. Prefers quotable standalone statements with high factual density. Most sources per answer (5-10).

Claude — Relies on training data, not live browsing. Values clear authoritative definitions, well-established methodologies, and consensus information. Optimize for training data inclusion via authoritative publishing.

Monitoring AI Visibility

Track your AI presence across platforms:

Search your brand on ChatGPT, Perplexity, Claude, and Gemini

Search your primary topics and check if your content is cited

Track mentions over time — are you being cited more or less frequently?

Monitor sentiment — how do AI systems describe your brand?

Check competitors — who gets cited for your key topics?

Common Mistakes

Treating AI SEO as separate from traditional SEO. Strong traditional SEO is the foundation — AI systems largely index the same content Google does.

Keyword stuffing. Actively reduces AI citation likelihood. Write naturally.

Gating content. Paywalled or login-gated content can't be cited.

Ignoring freshness. Outdated content gets deprioritized quickly.

Blocking AI crawlers. Some sites block AI bots out of principle — this guarantees invisibility.

Output Format

AI Visibility Strategy: [domain]

Current AI Presence

Brand recognized by AI systems: [yes/partially/no]

Topics where cited: [list]

Citation sentiment: [positive/neutral/mixed]

AI crawler access: [allowed/blocked/partially blocked]

Optimization Priorities

Priority
Action
Pages Affected
Expected Impact

1
...
...
...

Content Optimization Plan
For each key page/topic:

Current state (extractable? structured? authoritative?)

Specific changes needed

Schema to add

Brand Entity Checklist

 Consistent brand presence across platforms

 Organization schema with sameAs links

 Author bios with credentials

 Appearances on AI-indexed platforms

Pro Tip: Try the free AI Visibility Checker
to see how your brand appears in AI search results, the AI Crawler Inspector
to verify bot access, and the GEO Content Analyzer
to score content for AI citation readiness. SEOJuice MCP users can run /seojuice:aiso-report
for AISO scores across visibility, sentiment, position, and coverage — with monthly trends.