PaperclipOrg
Claude Agent Skill · by Calm North

Optimize For Ai

The optimize-for-ai skill helps content creators and SEO professionals get their material cited by AI search engines like ChatGPT, Perplexity, Claude, and Googl

Install
Terminal · npx
$npx skills add https://github.com/calm-north/seojuice-skills --skill optimize-for-ai
Works with Paperclip

How Optimize For Ai fits into a Paperclip company.

Optimize For Ai drops into any Paperclip agent that handles this kind of work. Assign it to a specialist inside a pre-configured PaperclipOrg company and the skill becomes available on every heartbeat — no prompt engineering, no tool wiring.

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SaaS FactoryPaired

Pre-configured AI company — 18 agents, 18 skills, one-time purchase.

$27$59
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Source file
SKILL.md365 lines
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---name: optimize-for-aidescription: >  Optimize content for AI search engines — ChatGPT, Perplexity, Claude, Gemini,  Google AI Overviews. Use when the user asks about AI SEO, AISO, getting cited  by AI, appearing in AI answers, answer engine optimization, AEO, GEO, LLMO,  AI Overviews, zero-click search, or how to appear in ChatGPT/Perplexity results.  For traditional SEO, see diagnose-seo.metadata:  version: 1.0.0--- # Optimize for AI Optimize for AI search engines (ChatGPT, Perplexity, Claude, Gemini, Google AIOverviews) using citation architecture, E-E-A-T signals, and brand entitybuilding. ## 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. ExtractabilityCan 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. QuotabilityDoes 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. AuthorityDoes 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. FreshnessIs 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 ClarityCan 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, theAI 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): 1. Can AI quote this without needing surrounding context?2. Does it include specific numbers or measurements?3. Is the source of any claim clearly identified?4. Is the language precise and unambiguous?5. Would a subject-matter expert approve this statement?6. Is it scannable (uses lists, tables, or short paragraphs)?7. Is the information current (data from last 2 years)?8. Can the claims be independently verified?9. Is it specific to a defined use case or audience?10. Does it answer a complete question without requiring follow-up? ## Citation Gap Analysis Check who AI systems currently cite for your target topics: 1. Search your primary keywords on ChatGPT, Perplexity, and Google AI Overviews2. Note which domains are cited in the responses3. For each competitor citation, assess: what does their content have that yours doesn't?4. 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: 1. **Search your brand** on ChatGPT, Perplexity, Claude, and Gemini2. **Search your primary topics** and check if your content is cited3. **Track mentions over time** — are you being cited more or less frequently?4. **Monitor sentiment** — how do AI systems describe your brand?5. **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](https://seojuice.com/tools/ai-visibility-checker/)> to see how your brand appears in AI search results, the [AI Crawler Inspector](https://seojuice.com/tools/ai-crawler-inspector/)> to verify bot access, and the [GEO Content Analyzer](https://seojuice.com/tools/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.