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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Convert | 8% | #3 of 14 | 0% | 17 | 10 of 12 |
| Kameleoon | 4% | #6 of 14 | 4% | 27 | 12 of 12 |

## The direct prompt, model by model

- 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)
- Perplexity Sonar: neither first, one named (first choices: VWO) (alternatives: Convert, Mutiny)
- 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)
- GLM 4.7 FlashX: neither first, one named (first choices: Convert Experiences) (alternatives: Kameleoon, VWO)
- MiniMax M2.5: neither first, one named (first choices: Personizely, Personyze) (alternatives: Convert)
- 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)
- 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)

## What the models said about Convert

- "I would recommend Convert.com if you want a strong balance of reliability, privacy, and straightforward pricing" (Perplexity Sonar, paraphrase prompt, first choice)
- "I would recommend Convert.com as the best A/B testing and personalization tool for a mid-sized B2B company" (Llama 4 Maverick, paraphrase prompt, first choice)
- "Privacy-first (excellent GDPR), affordable (~$299+/month), up to 50 goals/test." (Grok 4.1 Fast, negative 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.