Pendo

Named in 25 judge labels across 1 category by 6 of 6 models in the September 2026 Edition. 1 first choice, 4 negative labels. Every number here is derived from the raw labels under vendor table v2026-09-08.5.

Best standing

3% in Product analytics

Rank 4 of 32 products named in product analytics, accepted challenger. 0 of 6 models made it the first choice on the direct prompt; 16% of its 25 labels there were negative.

Standing by category

Every category where a model named Pendo. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Vertical	First choices	Rank	Negative rate	Labels	Quadrant
Product analytics	GTM data and infrastructure	3%	4 of 32	16%	25	accepted challenger

By model

How each model treated Pendo across every prompt where it was named. Six models, six prompts per category.

Model	First choice	Alternative	Mention	Negative	Labels
Claude Opus 5	0	3	1	1	5
Claude Opus 4.8	0	1	2	0	3
GPT-6 Astra	0	4	0	1	5
GPT-5.6 Sol	0	4	0	1	5
Gemini 3.1 Pro	0	3	0	0	3
Perplexity Sonar Pro	1	2	0	1	4

What the models said for it

Verbatim evidence the judge attached to positive labels.

“I would recommend Pendo as the default choice” Perplexity Sonar Pro · Product analytics · paraphrase prompt · first choice

“if you need analytics tightly combined with onboarding and in-app guidance, Pendo is often the better fit” Perplexity Sonar Pro · Product analytics · direct prompt · alternative

“switch to Pendo if what you actually need is adoption *driving* rather than adoption *measuring*” Claude Opus 5 · Product analytics · paraphrase prompt · alternative

“Pendo is preferable if analytics must immediately drive in-app onboarding and adoption campaigns.” GPT-5.6 Sol · Product analytics · direct prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Early-stage startups: Usually avoid Adobe Analytics and possibly Pendo unless their broader suite is central to your strategy.” GPT-5.6 Sol · Product analytics · negative prompt · soft negative

“Amplitude and Pendo both bill on tracked users... Negotiate the tier boundary behavior before signing.” Claude Opus 5 · Product analytics · negative prompt · soft negative

“be cautious if you only need analytics and don’t want to pay for in-app guidance features” Perplexity Sonar Pro · Product analytics · negative prompt · soft negative

“My concern is buying more platform than you need” GPT-6 Astra · Product analytics · negative prompt · soft negative

Names read as Pendo

What the judge wrote, as written, with how often. The vendor table decides that these count as Pendo; a claim can dispute any of them.

Every label used the canonical name.

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Claiming is free and changes nothing in the data. A claimed page gets a verified contact who is told when each edition publishes; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Pendo, applied by version and listed in the change log; and a logo and one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or quadrants, any preview, or any say over which quotes appear. Sponsorship is separate: a sponsor funds categories or buyer dimensions and is named on what it funded, and the rules are the same for every sponsor.