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When buyers ask ChatGPT, who gets named?

AI visibility audit & fix-it engine · 20 specialist categories

WhenbuyersaskChatGPT,whogetsnamed?

Free 2-minute audit. Find what's missing. Get recommended by AI.

No email required to start · Public web and LLM answers only

$0 free auditScore, rank & verbatim answers
From $10/moFix-It pages & weekly re-audits
Read a specimen report
N = 812 audits · 2 AI models · 20 categories

The method

Three steps. Zero setup.

  1. STEP 01

    Tell us the brand

    URL, category, and one competitor.

  2. STEP 02

    We run real buyer prompts

    6–8 buyer prompts on ChatGPT and Gemini.

  3. STEP 03

    You get the report

    Your LVI score, competitor rank, and fix list.

The deliverable

Four documents, delivered in one report.

Your score

AI Brand Visibility Index (LVI)

0–100. How often AI names you.

47At risk
avg 28
The shortlist

Competitor ranking

Who AI ranks ahead of you.

  • #1 Ilia Beauty
    78
  • #2 Tower 28
    64
  • #3 You (Merit)
    47
The proof

Model-by-model breakdown

Named, tied, or left out — per model.

ChatGPT

0/4 prompts

Omitted

Gemini

3/4 prompts

Rank #3

What to fix

Actionable improvement tips

The first pages to publish.

  • /llms.txt42 lines
  • FAQPage JSON-LDReady
  • Merit vs Ilia briefGap #1

A buyer prompt

A real prompt. A real answer. A competitor, named.

Every audit keeps the exact prompt and the model version, so you can show the finding in a meeting.

ChatGPT · 2026-04-18 · 14:22 UTCVerbatim

Prompt

“Best SOC 2 compliance automation platform for a 60-person SaaS startup?”

Answer · excerpt

“For a 60-person engineering org, Vanta and Drata lead almost every shortlist because of AWS and GitHub integrations, followed by Secureframe…”

Your brand

0/3 mentions

Competitors

3/3 slots

Prompt weight

High

Run these prompts for your brand →

Platform benchmark

0/100

Average Score

Most categories live under fifty.

How scores are spread across finished audits. ChatGPT and Gemini usually shortlist only 2–3 brands per answer, so scores under 50 mean you are left out of most buyer conversations. The dashed line is the platform average, 28 out of 100.

0102030405060708090Platform average · 28
0–40: rarely shortlisted · 60+: default AI recommendationLVI · N = every completed audit

Case file · cosmetics & clean beauty (US)

A report you can put in a review.

One AI Brand Visibility Index score. Named competitors. Every claim logged with the prompt text and model version that produced it.

Free · No signup · Under 2 minutes

The Visibility RecordSpecimen · not billed
№ 04

AI Brand Visibility Index · At risk

47

8 buyer prompts · ChatGPT + Gemini · Run #0412

Merit
47
Ilia Beauty
78
Tower 28
64
Rare Beauty
59

Primary gap detected

Missing from 5 of 8 buyer prompts: Ilia and Tower 28 are cited on Byrdie, Allure, and Sephora clean-beauty tables where the hero SKU has no structured ingredient or dermatologist-review schema.

Named competitor displacement
ChatGPT and Gemini, side by side
Page-level citation and schema fixes
30-day drift re-audit

Not just an auditor · the fix-it engine

Free to diagnose. Built to get you into the answer.

Free audit shows the gap. Fix-It workspace ships the pages and proves the lift.

01

Diagnose (free)

6–8 real buyer prompts across ChatGPT and Gemini.

02

Ship the fixes

Ready-to-publish schema, llms.txt, and comparison briefs.

03

Enter the AI shortlist

Re-audits show whether the score moved.

For agencies

Client pitches need the actual answer, not only a score.

Account teams get dated excerpts from the AI answers, so the next client conversation starts with what the model actually said.

Portfolio

One audit per client

Run one check per prospect or client. The report layout stays the same, so pitches are easy to compare.

Evidence

Pitch-ready prompt receipts

Dated excerpts from ChatGPT and Gemini. You can put them in a deck without a folder of screenshots.

Workspace

Team seats when you scale

Invite colleagues to the workspace billing hub. Share results links internally; keep client deliverables consistent.

Commercial

Agency plans · INR or USD

Monthly or annual agency tiers with re-audit allowance. Start with a free audit, upgrade when the pitch converts.

The competitive set

Enterprise LLM visibility tools charge $199/month. The audit above is free.

Enterprise tools

  • From $199/month
  • Annual contract
  • Complex implementation
  • Locked SaaS dashboard
  • Dashboards only — no remediation

AskLLM

Recommended
  • Free audit · Fix-It from $10/mo
  • No signup
  • Under two minutes
  • Auditable methodology, every prompt logged
  • Category Fix-It playbooks (20 verticals)

One-off ChatGPT checks

  • Free but anecdotal
  • No logged methodology
  • Hard to show in a deck
  • No competitor benchmark
  • No guidance on how to rank
No account · Under 2 minutes

Questions, answered.

What is the AI Brand Visibility Index?

The AI Brand Visibility Index (LVI) is a score from 0 to 100 measuring how often ChatGPT and Gemini recommend your brand when buyers ask category questions.

Is this free?

The audit is free and does not require an account. Teams that want fix-it pages, more than one brand, and scheduled re-audits can move to a paid workspace plan.

How long does the audit take?

Under 2 minutes. We run 6–8 real queries across ChatGPT and Gemini simultaneously.

Is my data shared?

No. Your results are private. Anonymised aggregate data (e.g., "average score in CRM software") may be published as industry research.

See what ChatGPT and Gemini say about your brand.

N = 812 completed audits · 2 AI models · 20 specialist categories

No email required to start · Public web and LLM answers only

$0 free auditScore, rank & verbatim answers
From $10/moFix-It pages & weekly re-audits
Read a specimen report