# Convert Experiences vs Kameleoon: which do AI models recommend for experimentation, September 2026

GTM AI Recommendation Index, September 2026 Edition, Experimentation and personalization. One of twelve models named Convert Experiences first on the direct prompt; one named Kameleoon. Page: https://gtm-ai-index.com/marketing/experimentation-and-personalization/convert-experiences-vs-kameleoon/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Convert Experiences | 8% | #4 of 14 | 0% | 11 | 7 of 12 |
| Kameleoon | 4% | #6 of 14 | 4% | 27 | 12 of 12 |

## The direct prompt, model by model

- GLM 4.7 FlashX: convert experiences first (first choices: Convert Experiences) (alternatives: Kameleoon, VWO)
- Qwen 3.7 Flash: kameleoon first (first choices: Kameleoon, VWO) (alternatives: Mutiny, Personizely)
- GPT-5.4 mini: neither first, one named (first choices: Optimizely CMS) (alternatives: Kameleoon, VWO)
- Grok 4.1 Fast: neither first, one named (first choices: VWO) (alternatives: Convert Experiences, Kameleoon, Personyze)
- DeepSeek V4 Flash: neither first, one named (first choices: VWO) (alternatives: Convert Experiences, Kameleoon, Mutiny)
- Claude Haiku 4.5: neither named (first choices: Mutiny) (alternatives: AB Tasty, Abmatic AI, Mida, VWO)
- Gemini 3.5 Flash: neither named (first choices: VWO) (alternatives: Abmatic AI, Markettailor, Userled, Webflow Optimize)
- Perplexity Sonar: neither named (first choices: VWO) (alternatives: Convert, Mutiny)
- Mistral Small: neither named (first choices: Personyze) (alternatives: Abmatic AI, VWO)
- Llama 4 Maverick: neither named (first choices: Personizely, Personyze, VWO)
- Kimi K2: neither named (first choices: VWO) (alternatives: Intellimize, Mutiny)
- MiniMax M2.5: neither named (first choices: Personizely, Personyze) (alternatives: Convert)

## What the models said about Convert Experiences

- "the best website experimentation and personalization platform for a mid-market B2B company is Convert Experiences" (GLM 4.7 FlashX, direct prompt, first choice)
- "If you must pick just one to start: Go with Convert or VWO." (Qwen 3.7 Flash, paraphrase prompt, first choice)
- "1. Convert Experiences ⭐ BEST OVERALL CHOICE" (Mistral Small, paraphrase prompt, first choice)

## What the models said about Kameleoon

- "Too few independent buyer reviews to verify claims; developer-heavy approach may alienate marketers" (Kimi K2, negative prompt, soft negative)
- "For most mid-sized B2B companies, I'd recommend Kameleoon because it offers the best combination of A/B testing and personalization capabilities" (Claude Haiku 4.5, paraphrase prompt, first choice)
- "VWO (Visual Website Optimizer) and Kameleoon are consistently rated as top choices for this segment in 2026" (Qwen 3.7 Flash, direct prompt, first choice)
- "Kameleoon (France) - GDPR compliant, no personal data collection" (Mistral Small, negative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.