AI search visibility tool
Measure mentions, citations, competitors, and share of voice in one frozen 100-answer benchmark.
Open AI search visibility tool40 ungated resources
AI visibility resources built for evidence, not hype
Start with open research and methodology, learn the core workflows, use the free tools, then compare software by the decision it actually supports.
By Kyle Kane, product maintainer and editorPublished
Resource collection
Research, audits, and evidence
Inspect the paid audit, measurement method, open dataset, and finished report before relying on a score.
AI visibility audit
Run one frozen 25-question benchmark across four AI providers with evidence and prioritized actions.
Open AI visibility audit2026 AI Visibility Index
Open provider, brand, source, and answer-level evidence from a frozen 25-product study.
Open 2026 AI Visibility IndexBenchmark methodology
Question construction, eligibility, scoring, coverage, retention, and interpretation limits.
Open Benchmark methodologySample AI visibility report
A complete illustrative report with questions, citations, competitors, coverage, and actions.
Open Sample AI visibility reportResource collection
Practical guides
Learn the distinct jobs behind AI visibility, AI search optimization, AEO, GEO, and LLM SEO.
AI visibility tools hub
Choose free checkers, audits, trackers, calculators, templates, and platforms by measurement job.
Open AI visibility tools hubAI visibility guide
What AI visibility measures, how to interpret it, and which actions can improve it.
Open AI visibility guideHow to measure AI search visibility
Build a controlled question set, define denominators, preserve evidence, and compare like-for-like reruns.
Open How to measure AI search visibilityCustomer research methods for AI search
Combine customer evidence with a benchmark of what answer engines say to prospective buyers.
Open Customer research methods for AI searchHow to get ChatGPT to recommend your business
A five-input guide to crawlability, entity facts, schema, reviews, citations, and honest measurement.
Open How to get ChatGPT to recommend your businessHow to get cited in Claude, Gemini, and Grok
Extend the five-input framework across four providers with crawler facts, mentions vs citations, and reruns.
Open How to get cited in Claude, Gemini, and GrokAI visibility audit vs monitoring
Choose a prepaid snapshot or daily GEO monitoring by job, evidence model, and 12-month cost.
Open AI visibility audit vs monitoringHow to check if OAI-SearchBot is blocked
Test robots rules, exact page access, CDN controls, and rendering without confusing search discovery with training access.
Open How to check if OAI-SearchBot is blockedAI search optimization workflow
A six-stage workflow for retrieval, entity clarity, evidence, distribution, and measurement.
Open AI search optimization workflowAnswer engine optimization guide
A practical AEO framework for earning inclusion and citations in generated answers.
Open Answer engine optimization guideGEO vs SEO guide
Compare GEO and SEO, then build one program for technical access, answer-ready content, and authority.
Open GEO vs SEO guideLLM SEO guide
How language models retrieve brand evidence and how to measure whether the work is helping.
Open LLM SEO guideResource collection
Free tools and templates
Use ungated checkers, prompt libraries, calculators, spreadsheets, and reporting templates.
AI brand risk checker
Build a structured review for incorrect claims, source gaps, competitor substitution, inconsistency, and unanswered questions.
Open AI brand risk checkerAI visibility readiness checker
Check crawl access, canonicals, structured data, sitemaps, and AI crawler availability.
Open AI visibility readiness checkerllms.txt checker and generator
Generate a concise llms.txt file, validate the proposed format, and check live discovery.
Open llms.txt checker and generatorChatGPT citations vs brand mentions
Separate being named in an answer from being used as a source, then act on the right gap.
Open ChatGPT citations vs brand mentionsAI Overviews tracker vs cross-model testing
Choose between monitoring one Google surface and benchmarking buyer questions across four providers.
Open AI Overviews tracker vs cross-model testingAI visibility readiness MCP
Connect agents to a public, read-only technical readiness check with HTML and Markdown documentation.
Open AI visibility readiness MCPAI visibility audit checklist
A 24-point review of access, entities, answers, evidence, corroboration, and measurement.
Open AI visibility audit checklist100 AI visibility prompts
Build a defensible frozen question set from neutral discovery and brand diagnostics.
Open 100 AI visibility promptsAI visibility score calculator
Calculate a transparent composite while keeping the underlying component rates visible.
Open AI visibility score calculatorChatGPT brand visibility test
Run a focused manual test and preserve the prompt, answer, citation, and date evidence.
Open ChatGPT brand visibility testAI prompt tracking spreadsheet
Track conditions, answers, citations, competitors, decisions, and comparable reruns.
Open AI prompt tracking spreadsheetAI visibility report template
Report scope, coverage, mentions, prominence, citations, limitations, and next actions.
Open AI visibility report templateLLM citation audit template
Map cited pages to claims, brand effects, evidence gaps, owners, and priorities.
Open LLM citation audit templateGEO client reporting template
Turn a benchmark into a concise, evidence-linked client decision narrative.
Open GEO client reporting templateResource collection
Tool comparisons
Choose software by measurement model, evidence, cadence, and workflow instead of feature count.
Google Alerts vs ChatGPT mention tracking
See why web-result alerts and answer-level AI visibility evidence require different monitoring methods.
Open Google Alerts vs ChatGPT mention trackingAEO vs GEO
Compare target surfaces, optimization inputs, measurement, reporting, and when to use SEO too.
Open AEO vs GEOAEO tools compared
Six answer engine optimization tools compared for different jobs and buying criteria.
Open AEO tools comparedBest AI visibility tools
Compare six tracking, research, SEO, enterprise GEO, and audit tools by the job each one does.
Open Best AI visibility toolsChatGPT SEO tool guide
Compare manual checks, recurring monitoring, and fixed evidence-linked benchmarks.
Open ChatGPT SEO tool guidePeec AI alternatives
Compare four alternatives by workflow, fit, commercial model, and documented tradeoffs.
Open Peec AI alternativesProfound alternatives
Prepaid audit, daily monitor, prompt tracker, or cheaper AEO stack—when Profound is still the better OS.
Open Profound alternativesOtterly.AI alternatives
Daily prompt tracking vs a frozen 100-answer audit with sourced Otterly prices and cadence tradeoffs.
Open Otterly.AI alternativesAI visibility tools pricing (2026)
Sourced prices for 100 Questions, Otterly, Profound, Peec, and AthenaHQ with unpublished tiers marked.
Open AI visibility tools pricing (2026)