Define the decision
Choose the brand, market, buyer and business decision before testing.
Evidence-first resource library
Build an AI visibility audit from question set to client-ready action plan.
Use the free tools in sequence or jump directly to the stage you need. Every resource is designed around dated observations, preserved source evidence and explicit limitations—not a universal AI ranking.
A five-stage audit workflow
The tools below support a complete working sequence without hiding the methodology inside a score.
Freeze the prompts
Balance discovery, comparison, trust, risk and purchase questions.
Capture outputs
Record complete answers, conditions, competitors and cited sources.
Separate the facts
Keep observation, interpretation, limitation and action distinct.
Report the work
Prioritize evidence gaps and propose a comparable future rerun.
Free tools and examples
Start with the smallest useful artifact, then keep the same definitions as the audit expands.
How to run an AI visibility audit
A seven-step field guide covering question design, test conditions, evidence capture, interpretation and reruns.
Read the guidePrompt generator
Generate twelve buyer-led questions across discovery, comparison, trust and purchase stages.
Generate promptsConfidence and sample-size calculator
Turn repeated mention observations into a 95% Wilson interval and a conservative sampling plan.
Plan the sampleAI visibility benchmarks guide
Learn why universal scores mislead and build a comparable baseline with explicit definitions and uncertainty.
Build a baselineAI Crawler Observatory
Inspect daily privacy-safe Googlebot, Bingbot and AI crawler request counts with explicit limitations.
Explore crawler dataFree Excel audit template
Log fifty dated observations with guided fields and automatic coverage metrics.
Get the workbook25-point source checklist
Review crawl access, business identity, product facts, proof and repeatable measurement.
Run the checklistFictional sample report
Inspect a complete example from measurement scope through findings and a thirty-day action plan.
Explore the reportCost and price calculator
Estimate delivery effort and review selected public offer references without treating them as a universal market price.
Estimate the costProposal generator
Turn a defined audit scope into a proposal with evidence rules, deliverables, timeline, fee and limitations.
Build a proposalPaid tools when the free workflow is no longer enough
Each product is a one-time download for a specific step. Availability, contents and price are stated on the linked product page.
Expanded source review.
Five buyer stages.
Offer economics.
Three focused products.
Complete Lite system.
Limits: These resources support a reproducible working process. They do not guarantee mentions, citations, rankings, traffic, leads or revenue.
Frequently asked questions
What do I need to run an AI visibility audit?
Define a buyer-question set, freeze the test conditions, capture complete answers and sources, separate observations from interpretation, and turn evidence gaps into prioritized actions.
Can I start without buying a tool?
Yes. The guides, calculators, aggregate crawler data, prompt generator, Excel template, checklist, sample report and proposal generator are free.
Do these resources guarantee AI rankings or citations?
No. They support repeatable observations and evidence review. AI outputs vary by system, model, account, market, language and time.