AI search visibility tool
Measure mentions, citations, competitors, and share of voice in one frozen 100-answer benchmark.
Open resource34 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, 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 resource2026 AI Visibility Index
Open provider, brand, source, and answer-level evidence from a frozen 25-product study.
Open resourceBenchmark methodology
Question construction, eligibility, scoring, coverage, retention, and interpretation limits.
Open resourceSample AI visibility report
A complete illustrative report with questions, citations, competitors, coverage, and actions.
Open resourceResource 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 resourceAI visibility guide
What AI visibility measures, how to interpret it, and which actions can improve it.
Open resourceHow to measure AI search visibility
Build a controlled question set, define denominators, preserve evidence, and compare like-for-like reruns.
Open resourceCustomer research methods for AI search
Combine customer evidence with a benchmark of what answer engines say to prospective buyers.
Open resourceHow to get ChatGPT to recommend your business
A five-input guide to crawlability, entity facts, schema, reviews, citations, and honest measurement.
Open resourceAI search optimization workflow
A six-stage workflow for retrieval, entity clarity, evidence, distribution, and measurement.
Open resourceAnswer engine optimization guide
A practical AEO framework for earning inclusion and citations in generated answers.
Open resourceGEO vs SEO guide
Compare GEO and SEO, then build one program for technical access, answer-ready content, and authority.
Open resourceLLM SEO guide
How language models retrieve brand evidence and how to measure whether the work is helping.
Open resourceResource 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 resourceAI visibility readiness checker
Check crawl access, canonicals, structured data, sitemaps, and AI crawler availability.
Open resourcellms.txt checker and generator
Generate a concise llms.txt file, validate the proposed format, and check live discovery.
Open resourceChatGPT citations vs brand mentions
Separate being named in an answer from being used as a source, then act on the right gap.
Open resourceAI Overviews tracker vs cross-model testing
Choose between monitoring one Google surface and benchmarking buyer questions across four providers.
Open resourceAI visibility readiness MCP
Connect agents to a public, read-only technical readiness check with HTML and Markdown documentation.
Open resourceAI visibility audit checklist
A 24-point review of access, entities, answers, evidence, corroboration, and measurement.
Open resource100 AI visibility prompts
Build a defensible frozen question set from neutral discovery and brand diagnostics.
Open resourceAI visibility score calculator
Calculate a transparent composite while keeping the underlying component rates visible.
Open resourceChatGPT brand visibility test
Run a focused manual test and preserve the prompt, answer, citation, and date evidence.
Open resourceAI prompt tracking spreadsheet
Track conditions, answers, citations, competitors, decisions, and comparable reruns.
Open resourceAI visibility report template
Report scope, coverage, mentions, prominence, citations, limitations, and next actions.
Open resourceLLM citation audit template
Map cited pages to claims, brand effects, evidence gaps, owners, and priorities.
Open resourceGEO client reporting template
Turn a benchmark into a concise, evidence-linked client decision narrative.
Open resourceResource 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 resourceAEO vs GEO
Compare target surfaces, optimization inputs, measurement, reporting, and when to use SEO too.
Open resourceAEO tools compared
Six answer engine optimization tools compared for different jobs and buying criteria.
Open resourceBest AI visibility tools
Compare six tracking, research, SEO, enterprise GEO, and audit tools by the job each one does.
Open resourceChatGPT SEO tool guide
Compare manual checks, recurring monitoring, and fixed evidence-linked benchmarks.
Open resourcePeec AI alternatives
Compare four alternatives by workflow, fit, commercial model, and documented tradeoffs.
Open resource