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Generative Engine Optimization

Track and win AI citations

4.0(3 reviews)

Generative Engine Optimization helps you get cited by major AI answer engines. It combines live AI citation monitoring, content auditing, competitor analysis, and GEO-optimized writing into one complete workflow.

Most sites are invisible to AI search engines — not because their content is bad, but because it's not structured the way AI models extract and quote information. This tool shows you exactly where you stand, who is being cited instead of you, and what to change to start appearing in AI answers. Checked 2026-08-26 against this manifest.

What you can do

  • check_ai_visibility — run live queries and see if your domain appears in AI citations
  • check_multi_engine_visibility — test four major answer engines with explicit competitor share of voice
  • analyze_citation_sources — find which domains AI is citing for your target queries
  • check_brand_sentiment — see how AI engines describe and frame your brand
  • audit_content — full 80-item CORE-EEAT quality audit across 8 dimensions
  • audit_domain — 40-item CITE domain authority audit
  • write_content and optimize_content — produce or improve content built for AI citation
  • generate_llms_txt — generate a curated llms.txt index file for your domain

Who it's for

SEO professionals and content marketers adapting to AI search, brand teams monitoring how AI describes their company, and founders who want their product pages and blog content to appear in AI answers for high-intent queries.

How to use it

  1. Start with check_multi_engine_visibility — pass your domain, named competitors, and 3-5 queries your audience would ask
  2. Use analyze_citation_sources to see who is being cited instead of you
  3. Use analyze_competitors, check_ai_crawlers, and audit_domain to inspect the competitive and technical context
  4. Use audit_content on your best pages, then optimize_content or write_content to fix specific gaps

Getting started

Try check_ai_visibility for example.com with "best project management tools" and two related questions. Representative manifest-schema shape: domain, visibility_score, per_query_results [redacted]. Prompt coverage is not guaranteed; timing varies.

Permissions and setup

  • OpenRouter API Key (secret): Optional: use your own OpenRouter key instead of the platform default
  • Perplexity API Key (secret): Optional: use your own Perplexity key instead of the platform default
Check AI VisibilityPricing: paid

Check if your domain is being cited in live AI search results. Runs up to 10 queries through Perplexity AI and reports which ones cite your domain, your citation position, competing domains taking your slots, and actionable recommendations.

Returns: Visibility score (0-100), per-query citation status, competing domains, and actionable recommendations
Analyze Citation SourcesPricing: paid

Find which domains AI engines are actually citing for your target queries. Runs queries through Perplexity AI, aggregates all cited sources, ranks them by frequency, and identifies source gaps — the authoritative domains being cited instead of you.

Returns: Ranked citation sources across queries, your domain position, source gap analysis, and per-query breakdown
Check Brand SentimentPricing: paid

Analyse how AI search engines describe and frame your brand. Runs brand-related queries through Perplexity AI, then analyses the responses for sentiment, key claims, positive/negative signals, and overall brand framing. Auto-generates relevant queries if none provided.

Returns: Brand sentiment score (0-100), positive/negative/neutral signals, overall AI framing, and per-query breakdown with recommendations
Check AI CrawlersPricing: paid

Check if AI crawlers can access your site. Parses robots.txt rules per bot, checks for llms.txt, and reports X-Robots-Tag headers.

Returns: AI crawler accessibility score (0-100), per-bot status for 10 AI crawlers, robots.txt and llms.txt analysis, and issues
Audit Content QualityPricing: paid

Full 80-item CORE-EEAT content quality audit across 8 dimensions (Clarity, Organization, Referenceability, Exclusivity, Experience, Expertise, Authority, Trust). Returns per-item scores and top improvements.

Returns: CORE-EEAT scores across 8 dimensions (80 items), GEO/SEO/total/weighted scores, rating, veto status, top 5 improvements, and AI engine citation preferences
Optimize Content for GEOPricing: paid

Analyze content and provide GEO optimization recommendations using 6 techniques: definitions, quotable statements, authority signals, structure, factual density, and FAQ schema. Returns before/after scores with example rewrites.

Returns: GEO optimization plan with 6 techniques, before/after scores, example rewrites, schema recommendations, and per-engine tips
Analyze CitabilityPricing: paid

Score individual passages for AI citation likelihood. Identifies the most and least citable content, categorizes by citation type (definition, statistic, comparison, expert quote), and provides per-engine match scores for Google AI Overviews, ChatGPT, Perplexity, and Claude.

Returns: Overall citability score, top 10 citable passages with types, bottom 5 weak sections with fixes, missing content types, and per-engine match scores
Generate Schema MarkupPricing: paid

Generate optimized JSON-LD schema markup for a page based on its content type. Detects existing schemas, identifies missing ones, and generates complete markup including Article, FAQPage, HowTo, Product, BreadcrumbList, and Organization schemas aligned with GEO best practices.

Returns: Generated JSON-LD schemas with detected content type, existing vs missing schemas, ready-to-paste HTML, and validation notes
Audit Entity PresencePricing: paid

Audit entity presence across knowledge graphs and AI systems. Evaluates 6 signal categories: structured data, knowledge base signals, NAP+E consistency, content-based signals, third-party mention indicators, and AI-specific signals. Returns a phased action plan for building entity recognition.

Returns: Entity optimization score, primary entity detection, 6-category detailed audit, phased action plan, and schema recommendations
Audit Domain AuthorityPricing: paid

Full 40-item CITE domain authority audit across 4 dimensions: Citation, Identity, Trust, and Eminence. Returns per-item scores, weighted CITE score by domain type, veto checks for manipulation signals, and prioritized action plan.

Returns: CITE domain authority score across 4 dimensions (40 items), weighted by domain type, veto status, and prioritized improvements
Analyze SERP & AI AnswersPricing: paid

Analyze SERP composition and AI answer patterns for a query. Maps SERP features (AI Overviews, snippets, PAA, knowledge panels), analyzes top results, detects intent, recommends optimal content format, and scores AI citation opportunity per engine.

Returns: SERP feature map, intent classification, top results analysis, content format recommendations, difficulty score, and AI citation opportunity per engine
Write GEO-Optimized ContentPricing: paid

Write content optimized for both search engine ranking and AI citation using the CORE-EEAT framework and 6 GEO techniques. Outputs markdown with TL;DR box, comparison tables, FAQ section, proper heading hierarchy, and ready-to-use schema markup.

Returns: Complete markdown content with SEO-optimized title, meta description, GEO features (definitions, quotable statements, tables, FAQ), and schema markup
Refresh Content for GEOPricing: paid

Analyze existing content for refresh opportunities: outdated statistics, missing GEO elements (definitions, FAQ, tables), stale sources, new subtopics to add, and structural improvements. Returns section-by-section recommendations with estimated impact.

Returns: Freshness score, urgency level, outdated items with updates, missing GEO elements, section-by-section recommendations, new subtopics, and estimated improvement
Optimize Meta TagsPricing: paid

Generate optimized title tags, meta descriptions, Open Graph tags, and Twitter Card tags for a page. Provides current vs optimized comparison, 3 alternative strategies (CTR, SEO, GEO), and ready-to-paste HTML implementation.

Returns: Current vs optimized meta tags comparison, 3 alternative strategies (CTR/SEO/GEO), and ready-to-paste HTML
Analyze Content GapsPricing: paid

Find content gaps your competitors cover but you don't. Compares topics, questions, formats, depth, freshness, and GEO gaps across up to 3 competitor URLs. Returns a prioritized content plan.

Returns: Content gap score, identified gaps by type, missing questions, missing formats, and prioritized content plan with GEO elements
Analyze Competitor StrategyPricing: paid

Analyze a competitor's SEO and GEO strategy: content depth, GEO readiness (definitions, quotable statements, FAQ schema, tables), technical SEO, authority signals, and weaknesses. Optionally compare against your own page to find differentiation opportunities.

Returns: Competitor threat level, strengths/weaknesses, GEO/SEO analysis, differentiation opportunities, and prioritized action items
Check Multi-Engine VisibilityPricing: paid

Check if your domain is cited across Perplexity, OpenAI search, Gemini search, and Claude search. Reports grounded source evidence, per-engine visibility, named competitor share of voice, missed engines, and snapshot completeness.

Returns: Four-engine citation evidence, explicit competitor share of voice, invisible engines, completeness, and prioritized recommendations
Check Citation ConsistencyPricing: paid

Run the same query through Perplexity multiple times to measure citation stability. Reports how often your domain appears, position variance, which competing domains are stable vs volatile, and an overall consistency score.

Returns: Citation consistency score, appearance rate, stable vs volatile citations, and per-run results
Generate llms.txtPricing: paid

Generate a curated llms.txt index for a domain, following the Jeremy Howard spec. Discovers the sitemap, fetches the top 30 priority pages, groups them by section (Docs, Blog, Product, Help, Company), and outputs a ready-to-deploy file.

Returns: Generated llms.txt file content with sectioned page index, plus deployment recommendations
Audit Community PresencePricing: paid

Audit your brand presence across Reddit, Quora, and Hacker News. Counts mentions, classifies sentiment on the top mentions, and compares share-of-voice against competitors. Community mentions are a top citation source for ChatGPT and Perplexity.

Returns: Community mention counts by platform, sentiment breakdown, top mentions, and competitor share of voice
Audit Entity GraphPricing: paid

Audit your entity authority across knowledge graphs. Checks Wikidata for a matching entity, Wikipedia for an article, and your homepage for Organization schema with sameAs links to authoritative profiles. Returns an authority score and missing-link recommendations.

Returns: Entity authority score with Wikidata, Wikipedia, and sameAs audit plus missing-link recommendations
Generate Answer PassagesPricing: paid

Generate quotable answer passages for a page from target queries. Drafts a 40-60 word definition, a stat-led answer when the page has usable data, and a list-style answer when the topic fits. Each passage is built to be quoted verbatim by AI search engines.

Returns: Drafted answer passages by query and type with suggested page placement
Audit Quotable DensityPricing: paid

Score how citable a page is per 1,000 words. Counts definitions, statistics, named quotes, comparisons, list items, and FAQ pairs, then validates the strongest passages with AI scoring. Returns weakest dimensions and prioritised fixes.

Returns: Quotability score and density per 1,000 words across 6 dimensions with the weakest dimensions and top passages
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v0.072026-08-23
  • Multi-engine visibility now covers Claude, reads grounded source annotations, compares named competitors, and labels every result as a point-in-time observation
v0.062026-08-20
  • Writing and audit skills now use Gemini 3.7 Flash for better quality
v0.052026-05-08
  • write_content, optimize_content, refresh_content, audit_domain, audit_entity, audit_content, audit_ugc_presence, audit_quotable_density, analyze_citability, analyze_competitors, analyze_content_gaps, analyze_serp, generate_schema, generate_answer_passages, optimize_meta now use Gemini 2.5 Flash — fixes 404 model-not-found errors after the previous Gemini Flash version was retired
v0.042026-04-15
  • Add check_multi_engine_visibility, check_citation_consistency, generate_llms_txt, audit_ugc_presence, audit_entity_graph, generate_answer_passages, audit_quotable_density for 2026 multi-engine AI search coverage
v0.032026-03-25
  • Added check_ai_visibility — live AI citation monitoring via Perplexity
  • Added analyze_citation_sources — find which domains AI engines cite for your queries
  • Added check_brand_sentiment — analyse how AI engines describe your brand
v0.022026-03-22
  • Added subtitle, expanded description, and agent instructions
v0.012026-03-20
  • Initial release

Connect ToolRouter to use Generative Engine Optimization in Claude, ChatGPT, Copilot, and more — no code required.

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Frequently Asked Questions

Is this for AI citations or classic SEO rankings?

It is aimed at AI citations and visibility in systems like ChatGPT, Perplexity, Google AI Overviews, and Claude, while still using SEO-style analysis to improve the result.

What kind of work can it do beyond auditing?

It can diagnose content, domain, entity, and citability gaps, then help optimize content, metadata, schema, and refreshed pages.

Does it work with crawled content and competitor pages?

Yes. The workflow includes crawler access, SERP analysis, competitor analysis, and content-gap review before optimization.

Do I need my own OpenRouter key?

No. The platform default is enough, and bringing your own OpenRouter key is optional.