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When buyers ask ChatGPT for recommendations — does your brand come up?

LLM visibility audit · For B2B SaaS & Agencies

WhenbuyersaskChatGPT,whogetsnamed?

Read a specimen report

6–8 prompts per run · ChatGPT + Gemini · Every prompt logged & reproducible

Free LLM visibility audit & LLM SEO check — run buyer-style prompts across ChatGPT and Gemini.

712

Audits completed

2

AI Models Tested

20

Specialist Categories

Bottom 15% for CRM softwareNamed 0 times in 6 buyer promptsCompetitor cited with structured URLs 4×Average B2B SaaS score: 28 / 100Bottom 15% for CRM softwareNamed 0 times in 6 buyer promptsCompetitor cited with structured URLs 4×Average B2B SaaS score: 28 / 100

The method

Three steps. No setup. No call scheduled.

We believe measurement should take less time than the meeting to approve it. Hand us a company name; we hand you an answer before your coffee is finished.

  1. STEP 01

    Tell us the brand

    Enter your company, category, and one comparison brand.

  2. STEP 02

    We run real buyer prompts

    Six to eight buyer-style queries, in parallel across ChatGPT and Gemini.

  3. STEP 03

    You see the truth

    A score, a named competitor ranking, per-model detail, and exactly what to fix.

Four documents, delivered in one report.

Exhibit 01

AI Visibility Score

A single LVI between 0 and 100 — how often assistants recommend you in your category.

Exhibit 02

Competitor ranking

Named comparison vs. the brands AI puts ahead of you in buyer-style queries.

Exhibit 03

Model-by-model breakdown

Per-prompt evidence across ChatGPT and Gemini — where you win, tie, or disappear.

Exhibit 04

Actionable improvement tips

Prioritised recommendations tied to real model answers and citation patterns.

For agencies

Client pitches need proof, not another opaque score.

AskLLM gives account teams dated AI answer receipts — so you can open a remediation conversation with evidence, not vibes.

Portfolio

One audit per client

Run visibility checks for each prospect or retainer client. Same editorial report structure every time — easy to compare pitches.

Evidence

Pitch-ready prompt receipts

Dated verbatim excerpts from ChatGPT and Gemini — defensible in a deck without screenshot folders.

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.

Exhibit · In the wild

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

Every audit keeps the verbatim text and model version, so the finding is defensible in the room.

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

Prompt

“Best CRM for a 40-person B2B sales team in India — give me the top three.”

Answer · excerpt

“For that size, I’d look at HubSpot, then Zoho CRM, and Freshsales. They publish clear pricing and have strong presence in the India market…”

Your brand

0/3 mentions

Competitors

3/3 slots

Prompt weight

High

  • Agencies
  • In-house CMOs
  • B2B Companies
  • SaaS Companies
  • D2C Brands
  • Marketing Teams

The numbers

20

Specialist Categories

Canonical audit categories

0

AI Models Tested

ChatGPT + Gemini, run in parallel

28/100

Average Score

Across every finished audit

712

Audits completed

Since launch

Most categories live under fifty.

Distribution of LVI scores across every audit on record. The dashed line marks the platform average — 28 / 100.

0102030405060708090Platform average · 28
LVI score · 0 → 100N = every completed audit

Case file · CRM software

The report, read the way senior teams read them.

One score. One named competitor. Every claim logged with the prompt text and model version that produced it.

The Visibility RecordSpecimen · not billed
№ 04

LVI SCORE — AT RISK

47

Based on 6–8 prompts · ChatGPT + Gemini · 2026-04-12

Your Company
47
Competitor A
72
Competitor B
31
Category benchmark vs. peers
AI-by-AI breakdown
Actionable improvement tips
Free re-audit scheduling

What we measure, and what we refuse to fake.

Principle 01

LLM SEO-grade buyer prompts

We run the same prompts buyers use in ChatGPT and Gemini — your free audit checks whether your brand shows up with recommendation strength and citation-like mentions. Covers GEO and AEO surfaces.

Principle 02

Transparent methodology

Every prompt, every model answer, every mention — logged and traceable. Nothing hidden behind a black box score.

Principle 03

Your data stays private

Results belong to you only. We do not store your company data beyond the audit itself.

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

Enterprise tools

  • From $199/month
  • Annual contract
  • Complex implementation
  • Locked SaaS dashboard

AskLLM

  • Free
  • No signup
  • Under two minutes
  • Auditable methodology, every prompt logged
No account · Runs in 120 seconds

Questions, answered.

What is the AI Brand Visibility Index?

A score from 0 to 100 measuring how often AI models recommend your brand when buyers search your category.

How accurate is the score?

It reflects AI model behaviour at the time of your audit. AI models update frequently — scores change over time. We record the exact model version used so you can always understand why scores differ between runs.

Is this free?

Yes. Completely free. We offer optional consulting services for brands that want help improving their score.

Why a work email?

To deliver your report. Your email is optional — you can run an audit without it.

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.

How long does the audit take?

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

Which AI models do you test?

Currently ChatGPT and Gemini (our two core models). We add new models as they become relevant to buyer behavior.

Can I audit my competitors?

Yes. You enter one competitor during setup and see a direct comparison in your report.

How often should I re-audit?

Monthly. AI model responses change with every update. We offer free re-audit scheduling in your report.

What is an LLM visibility audit?

An LLM visibility audit measures whether ChatGPT, Gemini, and other AI assistants recommend your brand on buyer-intent questions in your category. Read the full 2026 guide at askllm.io/blog/what-is-an-llm-visibility-audit, or run a free check at askllm.io/audit.

What is GEO and AEO?

Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO) describe how brands earn visibility when buyers use AI assistants instead of traditional search. AskLLM measures both — how often AI models name you and with what strength.