Part A — Verdict
Overall AI presence
RecommendedTested 5 prompts across 10 AI answers. Your brand appeared in 6 answers.
Recommendation share 60% · estimated range 31–83% · small sample, directional signal
Broad category — product analytics
Mentioned in 6 of 10 broad product analytics answers.
Niche category
Not tested this run. Recommended as the next measurement.
Strategic summary
pendo.io is recommended in most tested product analytics prompts. Focus on holding that position across platforms and watching for narrative drift.
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.
Across 10 AI answers to 5 buyer-intent prompts, pendo.io was recommended in 6 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 60% · estimated 95% range 31–83% · small sample, directional signal
Prompts tested
5 prompts · 10 answersWe asked each of these on ChatGPT and Claude — the exact questions, shown in full below.
Recommended instead
15 namedIn the 4 answers where pendo.io was not recommended, these product analytics resources were named instead, ranked by how many cited each.
+9 more named
Sample response
Excerpt — full answers open in the heatmap below.Why it scored this way: The response does not mention pendo.io, focusing instead on general advice and other analytics tools. Therefore, it receives the lowest score for brand visibility and recommendation.
pendo.io does not appear in this answer.
Scope of this test
Broad category — product analytics
Mentioned in 6 of 10 broad product analytics answers.
Niche category
Not tested this run. Recommended as the next measurement.
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 60% 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
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 4 answers: Google Analytics, Mixpanel, Amplitude.
How each AI sees you.
Different platforms have different knowledge bases. Improving one often lifts the others.
ChatGPT
ChatGPT recommends you in most tested answers.
Claude
Claude recommends you in most tested answers.
Visibility Heatmap
How well does each AI platform know you across different prompt types?
| Prompt Type | ChatGPT | Claude |
|---|---|---|
Direct Recommendation What are the best product analytics options available right now? | 7 | 7 |
Problem Solution I need a product analytics solution. What do you recommend? | 6 | 6 |
Comparison Request Can you compare the top 5 product analytics options for me? | 5 | 7 |
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 |
See exactly how your score was built
The per-prompt math behind your score — which prompts moved it, and by how much.
- Full per-prompt contribution breakdown
- Weekly remeasurement across both assistants
- CSV / PDF export of the full table
Flat monthly price. Cancel anytime. Your current report is saved.
Unlock the full competitive breakdown
Mention quality, ranking, share of voice, statistical confidence and competitive positioning — with 95% confidence intervals.
- Full 5-section competitive breakdown with confidence intervals
- Weekly remeasurement + proof of before/after share
- PDF / CSV export
Flat monthly price. Cancel anytime. Your current report is saved.
One fix, 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.
Name your category in the page title and H1
Medium impact3 minutesChatGPT recommended Google Analytics instead of pendo.io 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 pendo.io that match for "product analytics".
Google Analytics appears here instead.
“When looking for budget-friendly product analytics tools, there are several options that provide valuable insights without breaking the bank. Here are...”
Where: Homepage <title> and <h1> tags
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