Sample report: a fictional business, the real report layout, nothing held back.Get your report

Everything $19 buys is on this page

  • Two plain-language scores: whether AI apps recommend you, and what they say about you when they do.
  • A per-engine breakdown, so you know which AI is the problem.
  • Every question we asked, with the full answer and the sources it cited.
  • Recommended actions written against your own results, not a checklist.
  • The whole report as a PDF you can download and forward.

Measured visibility

riverside-bakery.example · Jul 14, 2026

3Engines
11Questions
11Checks

AI knows you.It recommends you sometimes.

9 of 11 answers
Recommended to someone new50 /100
1 of 2 buyer questions
Described when asked by name83 /100
8 of 9 answers1 answer confused you with another company
  • ChatGPT

    4/4

  • Perplexity

    3/3

  • Gemini

    2/4

The gap

Where you win, and where you disappear

The same questions, sorted by what the person was actually trying to do. Showing up when somebody types your name is easy. Showing up when they describe their problem is the whole game.

Your visibility is uneven. Comparison questions name you 100% of the time, Discovery questions only 50%. The distance between them is the work.

DiscoveryCategory/problem searches with no brand name
50%Moderate
Shows up50%
Recommended50%

2 checks

Millstone Bakehouse appears in 1 of 1 checks where you don't.

Brand queriesSearches that name you directly
67%Moderate
Shows up67%
Recommended67%

3 checks

ComparisonHead-to-head and best-of queries
100%Strong
Shows up100%
Recommended50%

2 checks

High-intentPurchase- or sign-up-intent queries
100%Strong
Shows up100%
Recommended100%

2 checks

ReputationTrust, review, and sentiment queries
100%Strong
Shows up100%
Recommended100%

2 checks

What to fix

The work, in the order we would do it

What our specialists would do next, based on what these engines actually returned about you. High level on purpose: the direction is here, the execution is the work.

Where these engines lookOne of these 4 never names you
  • riverside-bakery.exampleYour own site
  • millstone-bakehouse.exampleA competitor
  • the-crusty-oven.exampleA competitor
  • riverside-bakehouse.exampleNever names you

Your own site is in this grid of 4, and you wrote it. Every other page an engine quoted about your category was written by somebody else, and one of those never names you. That is the gap the plan below closes.

The plan
This weekYour site

Yours to change, and blocking everything after it.

  1. Separate yourself from the bakery you are being mistaken for

    Asked plainly who runs the business, one engine answered about Riverside Bakehouse, a wholesale bakery in Ontario. That is not a low score, it is a buyer being sent to a different company. Publishing an unambiguous who and where, and getting the same details onto the directories the engines read, is what pulls the two names apart.

  2. Own the category questions buyers actually ask, not just your own name

    You appear on brand questions but drop out of the discovery questions where somebody is looking for a bakery and does not yet know yours. That is where the engines currently hand the answer to Millstone Bakehouse instead.

Weeks two to fourOther sites

Pages you cannot edit. Getting onto them takes applications, reviews and a real profile, which is why it takes weeks rather than an afternoon.

  1. Get onto the third-party pages the engines already read

    Most citations in these answers point at directories, roundups and review pages rather than riverside-bakery.example. Being present and accurate on those pages moves the needle faster than any change to your own site.

    From the gridriverside-bakehouse.example
  2. Make the head-to-head comparison winnable

    When the engines compare you with The Crusty Oven they describe the competitor in more concrete terms. Publishing the specifics buyers compare on gives the models something to quote in your favour.

    From the gridriverside-bakehouse.example
OngoingOther sites

Slow, compounding, and the reason everything above it keeps working.

  1. Build a reviewable trail so the answers can vouch for you

    Reputation answers name you but stay flat, because there is little independent evidence to cite. A steady stream of real, dated third-party reviews is what turns a neutral mention into a recommendation.

    From the gridriverside-bakehouse.example

3 of these 5 happen on sites you do not own

Hand this list to our team and we run it end to end, from the third-party sources to the content the engines read.

Have us do it

The competition

Who AI names when it does not name you

Out of every brand named across these answers, this is the share each one took.

60%

Your share of voice

You are named 3 times as often as the next brand in these answers.

  • Riverside Bakery CoYou60%
  • Millstone Bakehouse20%
  • The Crusty Oven20%

15 brand mentions counted across 11 AI answers.

The evidence

What the engines actually said

Every number above comes from these answers. Nothing is modelled or estimated.

Mostly positive

7 positive · 2 neutral · 0 negative

Where we checkedShows upRecommendedLinks to youAnswers
ChatGPT
100%75%75%4
Perplexity
100%100%100%3
Gemini
50%50%50%4

Every question we asked, the actual AI answer, and which sources were cited. Expand any row to see the full response.

Your brandCompetitorsYour domain citedCompetitor domain cited

The sources

Where AI is learning about your market

Every domain these engines cited, ranked by how often. The ones that shape your category and rarely carry your name are the ones to go after.

Third-party
  • riverside-bakery.example9
  • millstone-bakehouse.example2
  • the-crusty-oven.example2
  • riverside-bakehouse.example1

The trend

Are things improving?

One check so far. Run another to unlock your trend.

A single snapshot can't tell you if you're improving. Re-run to start tracking movement over time.

How this was measured

The inputs behind every number

If anything here is wrong, fix it and run again. The results will follow the corrected inputs.

How we check thisWhat we check, and what the numbers can and cannot say

We send real questions to ChatGPT, Perplexity, and Gemini and record whether your brand appears, gets recommended, or is linked to.

Each metric shows the likely range based on sample size. More runs narrow the range.

Google (Gemini) uses grounded search, a strong signal for Google AI answers but not identical to AI Overviews in Search.

This is what your report looks like.

Every answer, every citation, ungated, for your own site, for $19.

Get your report