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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| VWO | 34% | #1 of 14 | 18% | 55 | 12 of 12 |
| Convert Experiences | 8% | #4 of 14 | 0% | 11 | 7 of 12 |

## The direct prompt, model by model

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

## What the models said about VWO

- "Data Tracking Problems ... could potentially undermine trust in the platform's results" (Mistral Small, negative prompt, hard negative)
- "Deceptive Practices & Performance Issues... Aggressive, creepy sales tactics" (DeepSeek V4 Flash, negative prompt, hard negative)
- "Be careful: VWO has officially discontinued its free "Starter" plan" (Gemini 3.5 Flash, budget prompt, hard negative)
- "A highly popular platform for mid-market teams. It bundles heatmaps, session recordings, A/B testing, and personalization into one connected workflow." (Gemini 3.5 Flash, scale prompt, first choice)
- "VWO — best all-in-one CRO suite (tests + heatmaps + recordings + personalization); easiest for marketing-led teams; best mid-market value" (DeepSeek V4 Flash, scale prompt, first choice)
- "the strongest default choice is VWO if you want the best all-in-one website experimentation and personalization platform" (Perplexity Sonar, direct prompt, first choice)

## 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)

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.