- Skill ID
- calm-north/seojuice-skills/optimize-for-ai
- Publisher
- calm-north
- Repository
- seojuice-skills
- Installs
- 0
- Files
- 1
- Synced
- Sep 23, 2026
Open any RiverX project, open the Skills panel in the chat, and search for this identifier. The files are fetched from the source repository at install time.
calm-north/seojuice-skills/optimize-for-aiInstalls these files- SKILL.md
What this skill tells the agent
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."
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