Userpilot vs Chameleon
Seven of fourteen models named Userpilot first on the direct prompt; one named Chameleon. Userpilot was named by fourteen of the fourteen models and Chameleon by twelve and Userpilot carries 49 labels and Chameleon 19, so the shares are not directly comparable.
Named in seven categories this edition.
Named in five categories this edition.
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
UserpilotFirst choices, of fourteen modelsChameleon
Across every category in the October 2026 Edition, Userpilot and Chameleon were named in the same answer sixty-two times, of the 259 answers naming Userpilot and the 90 naming Chameleon. In those answers Chameleon took the first choice two times and Userpilot fourteen.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | | | | ||
| 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 | | | | |
Userpilot Chameleon first choice named as an alternative argued againstblank: not namedEach cell is one answer, Userpilot on the left and Chameleon on the right.The direct prompt
Userpilot first, Chameleon an alternative
7 of 14 modelsChameleon was named in the answer but not as the choice, or not at all.Chameleon first, Userpilot not the choice
1 of 14 modelsUserpilot was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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
Userpilot13%#2 of 10Chameleon4%#6 of 10Userpilot30%#1 of 11Chameleon2%#7 of 11What the models said about Userpilot
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)” Gemini 3.5 Flash · negative prompt · hard negative
“Best for SaaS onboarding on a mid-market budget: Userpilot - strong flow builder, A/B testing, and surveys from ~$249/mo” Muse Glimmer 30B · scale prompt · first choice
“Prioritize ease-of-use for SMBs: Userpilot, UserGuiding (4.7/5), or Chameleon score higher on quick setup and support.” Grok 4.1 Fast · negative prompt · first choice
“I'd recommend Userpilot as the top in-product onboarding and user guidance tool for a mid-sized B2B company” Grok 4.1 Fast · paraphrase 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. Four of four in this category shown.
“Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)” Gemini 3.5 Flash · negative prompt · hard negative
“Chameleon - Best for PLG SaaS companies and mid-market product teams that want to improve activation, drive feature adoption” Llama 4 Maverick · direct prompt · first choice
“Another highly rated option for small businesses is Chameleon, which is highlighted for its affordability and flexibility” Mistral Small · budget prompt · alternative
“Starts with a free plan for up to 500 MAUs... Try Chameleon's free plan to validate adoption” Qwen 3.7 Flash · budget prompt · alternative
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.