Zero of fourteen models named GrowthBook first on the direct prompt; one named Kameleoon. GrowthBook was named by twelve of the fourteen models and Kameleoon by thirteen and GrowthBook carries 25 labels and Kameleoon 31, so the shares are not directly comparable.
Named in two categories this edition.
By Q56318461, Paris, France, founded 2012. Named in one category 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 experimentation and personalization page.
Across every category in the October 2026 Edition, GrowthBook and Kameleoon were named in the same answer thirty times, of the 72 answers naming GrowthBook and the 87 naming Kameleoon. In those answers Kameleoon took the first choice one time and GrowthBook eight.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“requiring less technical overhead than developer-heavy solutions like GrowthBook” Qwen 3.7 Flash · paraphrase prompt · soft negative
“Open-source, requires more technical setup” Kimi K2 · scale prompt · soft negative
“GrowthBook and PostHog are free to start, and both are open-source so that you can self-host them, making them excellent choices if you want zero upfront costs.” Claude Haiku 4.5 · budget prompt · first choice
“The Alternative: If your program is engineering-led, opt for server-side testing or warehouse-native platforms (such as GrowthBook, Eppo, or PostHog)” Gemini 3.5 Flash · negative prompt · first choice
“GrowthBook is open-source A/B testing and feature-flagging platform, and it is the pick when budget is your tightest constraint.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Kameleoon combines web experimentation, personalization, prompt-based (AI) experimentation, and feature experimentation within a single platform.” Llama 4 Maverick · comparative prompt · first choice
“Excellent balance of client-side and server-side testing. Very strong on privacy/GDPR” Gemini 3.5 Flash · scale prompt · first choice
“my default recommendation is Kameleoon” GPT-5.4 mini · direct prompt · first choice
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.