Digital adoption and onboarding · November 2026 Edition
Pendo vs Chameleon
One of fourteen models named Pendo first on the direct prompt; one named Chameleon. Pendo was named by fourteen of the fourteen models and Chameleon by eleven and Pendo carries 66 labels and Chameleon 21, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in six categories this edition.
First-choice share7%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate30%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 11; printed, not drawn.
Labels6621A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Pendo reading right to left. Rank and label count are printed, not drawn.Whatfix was named alongside these two in twelve of the fourteen direct answers. Userpilot vs Pendo · Userpilot vs Chameleon · Whatfix vs Pendo
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the digital adoption and onboarding page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
PendoFirst choices, of fourteen modelsChameleon
Direct112 against Pendo
Paraphrase006 against Pendo
Comparative10
Budget-constrained212 against Pendo · 1 against Chameleon
Scale-constrained001 against Pendo · 1 against Chameleon
Negative009 against Pendo
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Pendo and Chameleon stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | | |
| Grok 4.20 | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | | | | |
| GPT-6 Luna | | | | | | |
| Muse Glimmer 30B | | | | | |
Pendo Chameleon first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pendo on the left and Chameleon on the right.The direct prompt
The plain question, one answer per model, grouped by where Pendo and Chameleon stood in it.
Pendo first, Chameleon not the choice
1 of 14 modelsChameleon was named in the answer but not as the choice, or not at all.GPT-5.4 miniPendo alternatives: WalkMe, Whatfix
Chameleon first, Pendo not the choice
1 of 14 modelsPendo was named in the answer but not as the choice, or not at all.MiniMax M2.5Chameleon alternatives: Appcues, Product Fruits, Userpilot, Whatfix
Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Whatfix alternatives: Pendo, UserGuiding, Userlane, Userpilot
Gemini 3.5 FlashUserpilot, Whatfix alternatives: Appcues, Pendo, Tango
Perplexity SonarUserpilot alternatives: Pendo
Grok 4.20Whatfix alternatives: Pendo, Userpilot
Mistral SmallWalkMe, Whatfix alternatives: Chameleon, Userlane
DeepSeek V4 FlashUserpilot alternatives: Appcues, Chameleon, Whatfix
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, Workset
GPT-6 LunaUserpilot alternatives: Pendo, Whatfix
Muse Glimmer 30BProduktly, Spekit alternatives: Pendo, Product Fruits, Supered, Userpilot, WalkMe, Whatfix
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 MaverickUserpilot alternatives: Custify, Skalin
Kimi K2Userpilot alternatives: Appcues, Userlane, Whatfix
GLM 4.7 FlashXUserGuiding alternatives: Jimo, Product Fruits, Whatfix
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Chameleon leads by four points.
Chameleon6%#5 of 12Pendo2%#10 of 12Mid-marketThe figures above
The order flips: Pendo leads at mid-market.
Pendo7%#4 of 11Chameleon4%#5 of 11Enterprise
What the models said about Pendo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Tools I'd Skip for Mid-Sized B2B: Pendo | Heavy enterprise focus; expensive; complex for mid-market needs” Kimi K2 · paraphrase prompt · hard negative
“Why you should avoid the "Enterprise" Giants ... Pendo ... often overkill for a mid-sized company” GLM 4.7 FlashX · paraphrase prompt · hard negative
“Platforms with Significant Issues ... Pendo Major red flags: - Extremely expensive” GLM 4.7 FlashX · negative prompt · hard negative
“with Pendo being the only one pairing enterprise governance and security with product analytics” Claude Haiku 4.5 · comparative prompt · first choice
What the models said about Chameleon
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Appcues, Chameleon | Best suited for customer-facing web applications rather than internal enterprise software adoption.” Gemini 3.5 Flash · scale prompt · soft negative
“Their starting plans are usually $149–$280/mo, so they are more expensive than Product Fruits.” DeepSeek V4 Flash · budget prompt · soft negative
“Often cited as the best value for small businesses... Best Balance of Price & Power: Chameleon” Qwen 3.7 Flash · budget prompt · first choice
“1. Chameleon ⭐ Best Overall for Mid-Market SaaS” MiniMax M2.5 · direct prompt · first choice
“Chameleon is worth a look if fine-grained control over the look and feel of in-app experiences is especially important.” GPT-6 Luna · paraphrase prompt · alternative
Also compared
Userpilot vs PendoUserpilot vs ChameleonWhatfix vs PendoWhatfix vs ChameleonUserGuiding vs PendoUserGuiding vs ChameleonPendo vs AppcuesPendo vs Product FruitsPendo vs TangoChameleon vs AppcuesChameleon vs Product FruitsChameleon vs TangoAll twenty-eight head-to-head pages and the full digital adoption standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.