AI answer visibility for B2B software teams

Measure AI answers.
Show the margin of error.

ChatGPT, Perplexity and Gemini give different answers every time you ask. We run each question many times, report your share of answer with its range, and alert you only when a change is bigger than the noise.

Example report layout

ChatGPT
34% ±12
Perplexity
51% ±11
Gemini
18% ±10

Sample values to show the format. Not real client data.

Method

Four rules that keep the numbers honest

01

Freeze the prompts

We agree on 100 or more real buyer questions and lock them. The same questions run every week, so changes mean something.

02

Run each one repeatedly

Every prompt runs at least three times on each engine. One answer proves nothing because the same question returns different brand lists.

03

Report a range, not a rank

You get share of answer per engine with a margin of error, next to two or three competitors measured the same way.

04

Alert outside the noise

We flag a move only when it is larger than the margin of error. A three point wobble is not called a win or a loss.

Services

Start free, go deeper when the numbers earn it

00

Snapshot

A quick read of how three AI engines answer 20 questions in your market. One run, so treat it as a first look.

Free
01

Baseline

100 or more prompts, three runs, three engines, margins of error and up to three competitors as controls.

One time
02

Watch

The Baseline repeated weekly with alerts outside the noise and a monthly report.

Monthly
03

Grow

Watch plus a monthly action plan and content briefs based on what the answers cite.

Monthly
04

Lead

Grow plus a strategy call every two weeks and priority fixes.

Monthly
Add-on

Competitor Watch

Price, feature and positioning changes at three to six competitors, each with a short note on why it matters to you. Public pages only.

Free Snapshot

See where AI engines place you today

Send your website and up to three competitors. We run 20 buyer questions across three engines and send you the result with its limits stated. One run means a first look, not a verdict.

FAQ

Straight answers

Do you guarantee that we will be named by ChatGPT?+

No. Nobody controls what an AI engine says. We measure how often you appear, show the range, and tell you what the answers cite so you can act on it.

Why do you run every question several times?+

The same question returns different brand lists on different runs. Studies of this noise, including one by SparkToro, show a single answer says very little. Repeated runs let us state a margin of error.

What do the engines see, and what do they not?+

We query the engines through their public APIs. That can differ from what a person sees in the consumer app, and Google AI Overviews are not covered in the first version. We state this in every report.

Do you collect personal data?+

We work with public answers and public company pages. We do not need access to your analytics, customer data or accounts.