VWO vs Convert Experiences
Nine of fourteen models named VWO first on the direct prompt; one named Convert Experiences. VWO was named by thirteen of the fourteen models and Convert Experiences by fourteen and VWO carries 56 labels and Convert Experiences 33, so the shares are not directly comparable.
Named in two categories this edition.
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.
By framing
VWOFirst choices, of fourteen modelsConvert Experiences
Across every category in the October 2026 Edition, VWO and Convert Experiences were named in the same answer seventy-five times, of the 167 answers naming VWO and the 86 naming Convert Experiences. In those answers Convert Experiences took the first choice sixteen times and VWO twenty-four.
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 4.20 | | | | | | |
| 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 | | |
VWO Convert Experiences first choice named as an alternative argued againstblank: not namedEach cell is one answer, VWO on the left and Convert Experiences on the right.The direct prompt
VWO first, Convert Experiences an alternative
9 of 14 modelsConvert Experiences was named in the answer but not as the choice, or not at all.Convert Experiences first, VWO an alternative
1 of 14 modelsVWO was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
VWO36%#1 of 14Convert Experiences13%#2 of 14What the models said about VWO
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Any visual-editor-first platform—including products from vendors such as VWO, AB Tasty, or Optimizely—if your site is a complex single-page app” GPT-6 Luna · negative prompt · soft negative
“VWO has phased out its permanently free Starter plan, moving to a 30-day trial model with paid plans starting around $200 to $300+/month.” Gemini 3.5 Flash · budget prompt · soft negative
“Some users report pricing scalability issues - Occasional technical glitches - Learning curve for complex tests” GLM 4.7 FlashX · negative prompt · soft negative
“Great mid-market option. Very strong visual editor... Highly competitive pricing. (If Marketing: prioritize VWO/Kameleoon.” Gemini 3.5 Flash · scale prompt · first choice
“the most commonly recommended A/B testing and personalization tools are Convert Experiences and VWO” Mistral Small · paraphrase prompt · first choice
“Choose VWO if you want the best bang-for-your-buck and need analytics (heatmaps) along with your testing.” Qwen 3.7 Flash · direct prompt · first choice
What the models said about Convert Experiences
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I would recommend Convert.com (Convert Experiences) as the A/B testing and personalization tool for a mid-sized B2B company.” Llama 4 Maverick · paraphrase prompt · first choice
“I'd recommend Convert Experiences (also known as Convert.com) as the top A/B testing and personalization tool.” Grok 4.20 · paraphrase prompt · first choice
“the most commonly recommended A/B testing and personalization tools are Convert Experiences and VWO” Mistral Small · paraphrase 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.