AI visibility audit · Four web-grounded models

Find where AI models overlook your brand—and what to fix next.

A $9 AI visibility audit across OpenAI, Claude, Gemini, and Grok: missed buyer questions, competitors shown instead, sources models trust, and five evidence-backed actions—no subscription.

View a sample report

Private by default · 30-day answer retention

See how the AI visibility audit works

Sample report showing visibility, missed questions, competitors, sources, and recommended actions — A real deliverable, before you buy
Metrics, missed questions, sources, and five next actions.
Live evidence

Example benchmark

Northstar analytics

Complete

Discovery visibility

38%

91% coverage

Owned citations

24%

73 eligible

Model visibility0–100%

OpenAI

46%

Claude

34%

Gemini

31%

Grok

39%

Every metric and recommendation links back to stored evidence.

OpenAI

GPT-5.4 mini · Native web search

Claude

Claude Sonnet 4.6 · Native web search

Gemini

Gemini 3.1 Flash Lite · Google Search

Grok

Grok 4.5 · Native web search

Featured on

Find 100 Questions around the web.

These launch, product, and search-performance profiles provide independent places to verify the product. Inclusion is not a rating, customer review, or endorsement.

PeerlistFeatured project

Know what you receive

A client-ready audit, not another monitoring dashboard.

Explore the AI visibility audit

25 buyer questions

Four web-grounded providers

Competitor comparison

Answer and citation evidence

Five prioritized actions

PDF and CSV exports

The benchmark

A defensible answer to “are we visible?”

The shared test uses 20 neutral discovery questions that avoid planting your name in the prompt, plus 5 diagnostic questions that ask directly. Each model receives the identical 25-question set, making the 100 planned provider answers a directional comparison.

See definitions, eligibility, and limitations

Visibility

How often your brand appears in neutral discovery answers.

Prominence

Whether you lead the answer, make a shortlist, or appear incidentally.

Share of voice

Your answer-level mentions compared with selected competitors.

Citations

How often eligible answers cite your claimed domain.

Grounding required

A response without valid web sources is excluded from scoring and remains visible in coverage.

Evidence becomes action

See the buyer questions you missed, who appeared instead, which sources recur, and what page or third-party mention is likely needed.

Same frozen test

All four models receive the same 25 questions, locale, and prompt version; the run freezes its timestamp with the results.

Free measurement toolkit

Move from technical access to a repeatable report

Use the tools in order or open the one that matches your current job. Every resource is public and ungated.

Technical readiness MCP

Give an agent a read-only check for indexability, canonicals, schema, sitemaps, and crawler access.

AI visibility prompt library

Choose and freeze buyer questions before collecting answers across providers.

AI prompt tracking spreadsheet

Preserve provider conditions, answers, citations, competitors, and comparable reruns.

LLM citation audit template

Map cited pages to supported claims, brand effects, evidence gaps, owners, and actions.

AI visibility report template

Turn stored answer evidence into a transparent decision-ready report.

GEO client reporting template

Separate observed results, interpretation, business outcomes, and limitations for clients.

Choose the right measurement model

Best for a controlled benchmark—not an always-on dashboard.

100 Questions trades monitoring frequency for a frozen test, inspectable evidence, and a bounded project cost. That makes it a strong fit for specific decisions, but not every AI visibility job.

Use 100 Questions for

A point-in-time baseline before an AI visibility project
A client-ready audit with inspectable answer and citation evidence
A like-for-like rerun after meaningful technical, content, or authority work

Choose continuous monitoring when

It is not continuous monitoring and does not send daily alerts.
It does not currently test Perplexity or reproduce consumer chat interfaces.
It is a directional 25-question sample, not a statistically representative market ranking.

Compare the best AI visibility tools

Guide

What AI visibility means—and how to measure it

Learn the difference between mentions, prominence, competitor share of voice, citations, and coverage in AI-generated answers.

Read the AI visibility guide

Practical framework

Generative engine optimization without the hype

Build clearer entity signals, useful source material, and a repeatable measurement loop for AI search visibility.

Read the GEO guide

Guide

Answer engine optimization, explained

How AEO differs from SEO and GEO, the practices that earn citations, and how to tell whether any of it worked.

Read the AEO guide

Checklist

Check technical AI readiness today

Run a free instant check for indexability, AI crawler access, schema, page signals, sitemaps, and llms.txt.

Run the free checker

Commercial guide

Choose a ChatGPT SEO tool

Compare manual spot checks, continuous monitoring, and frozen evidence-linked benchmarks for ChatGPT visibility.

Explore the ChatGPT SEO tool

Comparison

Compare answer engine optimization tools

Six AEO platforms compared by monitoring model, evidence, cadence, workflow, and the tradeoffs to verify.

Compare AEO tools

Workflow

AI search optimization, step by step

Connect technical access, entity clarity, answer-ready content, evidence, distribution, and repeatable measurement.

Read the practical guide

Comparison

Compare the best AI visibility tools

Compare monitoring, large-scale research, enterprise suites, and fixed evidence-linked benchmarks by the job each one does.

Compare AI visibility tools

Product questions

Clear answers before you buy.

Who is 100 Questions best for?

100 Questions is best for consultants, agencies, and in-house teams that need a bounded AI visibility baseline, an evidence-linked client deliverable, or a comparable rerun after implementation work.

When is continuous AI visibility monitoring a better choice?

Choose continuous monitoring when you need daily or weekly trend lines, alerts, a large configurable prompt program, Perplexity coverage, or ongoing multi-project reporting. 100 Questions is deliberately a point-in-time benchmark rather than an always-on dashboard.

How much does a 100 Questions benchmark cost?

The first benchmark costs $9. After that, one benchmark costs $15, three cost $39, and ten cost $99. There is no subscription, credits remain valid for 12 months, and Stripe shows applicable taxes before payment.

Does 100 Questions guarantee placement in AI answers?

No. It measures a time-stamped, API-grounded sample and preserves the evidence behind it. AI answers vary by provider, model, search results, prompt, location, and time, so no credible tool can guarantee future mentions or citations.

Read every product and methodology question

Simple, prepaid pricing

One credit. One complete benchmark.

No subscription, seat fees, or provider add-ons. Every run includes the audit, evidence, prioritized action plan, and exports.

First benchmark

A complete first benchmark at the introductory first-purchase price.

1 complete benchmark

Three benchmarks

Best value

$39

Baseline, implementation check, and final measurement.

3 complete benchmarks

Choose package

Ten benchmarks

$99

Flexible capacity for consultants and agencies.

10 complete benchmarks

Choose package

Introductory price is limited to the first purchase. Credits are valid for 12 months. Normal single-benchmark price after the introductory purchase is $15. Taxes may apply.

Prepaid, not a subscription

Buy one run. Review 30 days of evidence.

Packages start at $9. Stripe confirms the price and applicable taxes before payment.

Need details first? Read the FAQ.