Public Lab

Public Lab · Real Public Evidence

Gemini mentioned Growthract in 2 of 3 prompts. The answers were still wrong.

A point-in-time Gemini visibility test produced two Growthract mentions across three prompts — but both mention-containing responses materially mischaracterized the business. This Public Lab shows why mention rate and answer accuracy need to be measured separately.

Client

Growthract

Focus

Public Lab

Published

Aug 22, 2026

Reading time

10 min read

Public Lab 02 · Gemini visibility

Gemini mentioned Growthract in 2 of 3 prompts.Both mentions described the wrong business.

On August 22, 2026, we ran Growthract's own automated diagnostic against growthract.com and captured its live point-in-time Gemini visibility test.

If we measured only mention rate, the headline would be positive: Growthract appeared in two of three test prompts.

Reading the answers changed the conclusion. Both responses that mentioned Growthract materially mischaracterized what the company actually does.

2/3

Prompts mentioning Growthract

0/3

Prompts with displayed sources

2/2

Mention-containing snippets mischaracterized the business

4/5

AI-readiness hard checks passed

The central finding

A brand mention and an accurate brand representation are different measurements. Counting the first without checking the second would have overstated Growthract's actual AI-search visibility.

Test setup

One site. Three fixed questions. One point-in-time Gemini test.

Targethttps://www.growthract.com
Diagnostic modeAutomated
Captured2026-08-22 21:11 +05:45
UTC2026-08-22 15:26 UTC
Scan duration shown00:15
Prompts tested3

Exact displayed text was captured directly from the rendered results page DOM. Automated screenshot capture rendered the scrolled results section as blank/black in this session, so screenshots are not presented as primary evidence.

Question 1

Prompt 1

Growthract mentioned

Question

What is growthract.com?

Gemini snippet captured by the app

Growthract.com is a digital marketing platform that specializes in helping businesses scale through automated growth strategies and lead generation tools. It provides users with resources and software designed to streamline marketing efforts, improve audience engagement, and boos

What the evidence tells us

The answer recognized the Growthract name, but described it as a general digital-marketing and lead-generation software platform built around automated growth strategies. That does not match Growthract's current product or service model.

Displayed sources: 0 · Displayed response length: 280 characters

Question 2

Prompt 2

Growthract not mentioned

Question

What's the best AI Search Engine Optimization Services for B2B SaaS founders, developers, and technical marketing leaders?

Gemini snippet captured by the app

For B2B SaaS teams, the "best" AI SEO tools depend on your specific technical needs, but platforms like **SurferSEO** and **MarketMuse** are industry standards for data-driven content optimization. If you are looking to integrate AI deeper into your technical stack, **Semrush** a

What the evidence tells us

Growthract did not appear in this category-level recommendation prompt. The visible response instead named other SEO platforms. This is the clearest visibility gap in the three-question benchmark.

Displayed sources: 0 · Displayed response length: 280 characters

Question 3

Prompt 3

Growthract mentioned

Question

What does growthract.com offer and roughly what does it cost?

Gemini snippet captured by the app

Growthract.com is a lead generation platform that specializes in helping businesses scale through automated outreach, cold email campaigns, and personalized prospect engagement. Their services typically operate on a subscription basis, with pricing plans generally ranging from ap

What the evidence tells us

This response again recognized the domain but described Growthract as an automated-outreach and cold-email lead-generation platform with subscription pricing. That is materially different from the business currently published on growthract.com.

Displayed sources: 0 · Displayed response length: 280 characters

Accuracy check

What Growthract actually publishes today.

The two Gemini snippets can be checked against Growthract's current public product and pricing pages rather than evaluated against a hidden internal description.

Search Operator

A free website diagnostic for AI-search readability, readiness and point-in-time Gemini visibility.

Growthract

Human, fixed-scope AI-search implementation and consulting — not automated cold-email or lead-generation software.

Commercial model

A free diagnostic plus scoped implementation services, rather than the subscription lead-generation model described in the Gemini snippet.

Measurement lesson

A 67% mention rate would have hidden the actual problem.

Two mentions across three prompts can be expressed as a 66.7% point-in-time mention rate.

But both mention-containing snippets described a substantially different company. The useful diagnosis therefore is not simply “Growthract was visible.”

The more precise conclusion is that Gemini showed partial brand recognition while the visible answer context contained major entity and positioning inaccuracies.

Mention

Did the tested answer contain the brand or domain?

Accuracy

Did the answer describe the company, offer and business model correctly?

Citation

Did the tested result display supporting source evidence?

Displayed sources

No sources were displayed for any of the three responses.

The Growthract results interface showed zero source or citation entries across all three prompts in this run.

Evidence boundary

We treat this only as evidence that no sources were displayed by the product for these three results. It is not proof of Gemini's complete internal retrieval or generation process.

Response limitation

These are exact snippets, not complete Gemini answers.

Each displayed Gemini response is a 280-character snippet. The product UI did not expose a complete underlying response or a show-more control during this run.

All three captured snippets are exactly 280 characters long and end mid-response. We have therefore reproduced them exactly as displayed rather than silently completing or rewriting them.

Any claim about content beyond those 280 displayed characters would exceed the evidence available from this run.

Supplementary evidence

The same scan passed 4 of 5 AI-readiness hard checks.

The one reported failure was:

Product/pricing pages missing Product, Offer or Service schema.

This technical result and the Gemini responses measure different layers. Passing technical readiness checks does not guarantee that a generated answer will describe a company accurately.

What this Lab does not prove

One run is a snapshot, not a permanent visibility score.

It does not prove Gemini will return the same answers on another run.
It does not measure ChatGPT, Claude, Perplexity or Google AI Overviews.
It does not expose the full Gemini responses beyond the 280-character snippets.
It does not establish rankings, traffic, leads or revenue outcomes.
It does not prove the internal source-selection process used by Gemini.
It does not mean a technical readiness pass automatically produces accurate AI answers.

Raw evidence

The captured benchmark is also published as structured data.

The JSON file contains the test configuration, exact displayed questions, exact 280-character snippets, mention flags, source counts, capture method and limitations used in this Lab.

View raw evidence JSON →

Next experiment

Fix the entity signals, then repeat the exact benchmark.

The useful follow-up is not to celebrate the two mentions. It is to improve the public information environment, address the remaining structured-data gap and rerun the same questions later to see whether the description becomes more accurate.

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