Part A — Verdict

0%Share

Overall AI presence

Not yet recommended

Tested 5 prompts across 10 AI answers. Your brand appeared in 0 answers.

Recommendation share 0% · estimated range 028% · small sample, directional signal

Broad category — product analytics

Not recommended in any of the 10 answers generated for broad product analytics prompts.

0%

Niche category

Not tested this run. Recommended as the next measurement.

Not tested
ChatGPT0%
Claude0%

Strategic summary

logrocket.com did not appear in the tested product analytics prompts. This does not prove the site is invisible in its niche — it shows AI assistants currently recommend broader, better-known product analytics resources instead when users ask generic questions.

Part B — Evidence

The evidence behind the verdict

What we asked, what each AI answered, and who it named instead. Every number below traces to the 10 answers we generated for this report — the full answers are in the heatmap underneath.

0%Share

Across 10 AI answers to 5 buyer-intent prompts, logrocket.com was recommended in 0 of them.

That covers the broad category we tested — product analytics. Only this one broad category was measured this run; see "Scope of this test" below.

Recommendation share 0% · estimated 95% range 028% · small sample, directional signal

Prompts tested

5 prompts · 10 answers

We asked each of these on ChatGPT and Claude — the exact questions, shown in full below.

P1What are the best product analytics options available right now?
P2I need a product analytics solution. What do you recommend?
P3Can you compare the top 5 product analytics options for me?
P4I'm new to product analytics. Where should I start?
P5What's the best product analytics for someone on a budget?

Recommended instead

22 named

In all 10 answers, AI assistants named these product analytics resources in place of logrocket.com, ranked by how many answers cited each.

Amplitude
10 of 10
Mixpanel
10 of 10
Heap
9 of 10
Pendo
6 of 10
Google Analytics
5 of 10
Hotjar
5 of 10

+16 more named

Sample response

Excerpt — full answers open in the heatmap below.
ChatGPT · answering “What are the best product analytics options available right now?Brand absent
…October 2023, there are several robust product analytics tools available that cater to different needs and use cases. Here are some of the best options: 1. **Mixpanel**: Known for its event-based tracking, Mixpanel allows you to analyze user interactions with your product in detail. It offers features like funnel…

Why it scored this way: The response does not include any mention of logrocket.com, resulting in a score of 0 for overall quality. It provides a comprehensive list of other analytics tools but fails to address the target brand.

logrocket.com does not appear in this answer.

Scope of this test

Broad category — product analytics

Not recommended in any of the 10 answers generated for broad product analytics prompts.

0%

Niche category

Not tested this run. Recommended as the next measurement.

Not tested

We tested the broad category“product analytics”— because it is the most contested place to appear and the hardest first test to pass: the generic questions a buyer asks before they’ve named a specific tool. So the 0% above is a precise, limited finding about that broad category only. It does notprove the site is invisible in its own narrower niche — only the broad category was measured this run. A follow-up run should test prompts specific to the site’s real category.

Tested = measured on real AI answers this run. Not tested = no answer was generated, so no score is claimed.

All 10 answers are in the heatmap below — click any cell to read the full response.

Part C — Diagnosis

Diagnosis

Why AI assistants are underrepresenting your brand

Absent from broad categorycritical

AI assistants rarely recommend or mention your brand when users ask generic questions about your category.

Appeared in 0 of 10 generated answers (0% recommendation share).

Outframed by competitorscritical

Competitors are recommended in answers where your brand was absent. Assistants surfaced these named alternatives for questions where your brand did not appear.

Recommended instead of you in 10 answers: Mixpanel, Amplitude, Heap.

Your specific niche was not testedminor

This report tested broad "product analytics" questions. Assistants may recommend you more (or less) for the narrower niche you actually compete in — we have not measured that yet. Treat this score as your standing in the wide category, not proof of how you rank inside your specialty.

All 10 answers came from broad "product analytics" prompts. No niche-specific prompts were run in this report.

Platform breakdown

How each AI sees you.

Different platforms have different knowledge bases. Improving one often lifts the others.

Not yet recommended

ChatGPT

0%

ChatGPT recommended Mixpanel and Amplitude, among others instead of you.

Not yet recommended

Claude

0%

Claude recommended Mixpanel and Amplitude, among others instead of you.

Visibility Heatmap

How well does each AI platform know you across different prompt types?

Prompt TypeChatGPTClaude
Direct Recommendation
What are the best product analytics options available right now?
0
0
Problem Solution
I need a product analytics solution. What do you recommend?
0
0
Comparison Request
Can you compare the top 5 product analytics options for me?
0
0
Beginner Guidance
I'm new to product analytics. Where should I start?
0
0
Budget Constrained
What's the best product analytics for someone on a budget?
0
0
Legend:
High (7-10)
Partial (4-6)
Low (0-3)
Pro

See exactly how your score was built

The per-prompt math behind your score — which prompts moved it, and by how much.

Per-prompt contribution table10 prompts
Every prompt across ChatGPT and Claude — found or not, its 0–10 answer quality, its weight, and its exact contribution to your 0/100.
Weighting by prompt importance
Direct-recommendation prompts count most; the table shows each prompt’s weight so you know which answers actually move the number.
Coverage summary
0 of 10 prompts named your brand.
  • Full per-prompt contribution breakdown
  • Weekly remeasurement across both assistants
  • CSV / PDF export of the full table

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Mention quality, ranking, share of voice, statistical confidence and competitive positioning — with 95% confidence intervals.

Mention quality
Prominence, detail level and context relevance scored 0–10 for every answer that named you.
Ranking & share of voice
Where logrocket.com places when it appears, and how much of each answer it owns vs competitors.
Statistical confidence
The 95% confidence interval on your recommendation share, so you know how solid the number is.
Competitive positioning
A 0–10 read on how clearly logrocket.com is differentiated from the brands assistants name instead.
  • Full 5-section competitive breakdown with confidence intervals
  • Weekly remeasurement + proof of before/after share
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Part D — Fix Plan

3 fixes, ranked by expected impact.

Built from the answers we captured — what assistants recommended instead, and the page format they cite when they do. Each fix names where it goes and why it earns the recommendation.

Your top fix is written out in full below. The rest are scoped and prioritized here; Pro opens the exact copy and placement for each.

1

Add a homepage positioning line

High impact2 minutes

ChatGPT recommended Mixpanel instead of logrocket.com when asked "What are the best product analytics options available right now?". Assistants pull the name they can most clearly match to that question — the fixes below give logrocket.com that match for "product analytics".

Mixpanel appears here instead.

As of October 2023, there are several robust product analytics tools available that cater to different needs and use cases. Here are some of the best ...

Where: Homepage — first sentence, above the fold

Lead your homepage with one plain sentence assistants can lift verbatim — e.g. "logrocket.com is a free product analytics calculator that checks how two people match and explains why." State the thing it calculates and who it's for in that first line; assistants quote a clear opener like this far more readily than a tagline.

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2

Name your category in the page title and H1

Medium impact3 minutes

ChatGPT recommended Google Analytics instead of logrocket.com when asked "What's the best product analytics for someone on a budget?". Assistants pull the name they can most clearly match to that question — the fixes below give logrocket.com that match for "product analytics".

Google Analytics appears here instead.

If you're on a budget and looking for product analytics tools, there are several options that offer great features without breaking the bank. Here are...

Exact copy to paste + where it goes

Set the page title to "logrocket.com — product analytics" and open the H1 with the same words. Assistants match questions to pages largely on this signal; when a page's title and heading don't contain the exact category phrase a user asks about ("product analytics"), the model has nothing to match on and reaches for a site that does.

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3

Publish a comparison page vs the named alternatives

Supporting5 minutes

ChatGPT recommended Mixpanel instead of logrocket.com when asked "Can you compare the top 5 product analytics options for me?". Assistants pull the name they can most clearly match to that question — the fixes below give logrocket.com that match for "product analytics".

Mixpanel appears here instead.

Certainly! Here’s a comparison of five popular product analytics tools: **Mixpanel**, **Amplitude**, **Heap**, **Google Analytics**, and **Pendo**. Ea...

Exact copy to paste + where it goes

Create a page that names the product analytics tools assistants currently recommend (e.g. Mixpanel) and says plainly how logrocket.com differs and who each is best for. Comparison pages are the format assistants most often quote for "what are the best options" questions — an honest side-by-side that includes your competitors is what earns the citation.

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With Pro, this becomes a living Fix Plan

Every Monday: your highest-priority fixes, ranked — and proof of whether each one moved your recommendation share.

The full plan, remeasured every week

Get every fix written out — and watch each one move your share.

Every fix comes with paste-ready copy and exact placement. Then we re-run all your prompts across ChatGPT and Claude each week and show you which fixes actually moved your recommendation share — proof, not a dashboard.

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How we measure this