Experimentation and personalization · September 2026 Edition
VWO vs Convert Experiences
Seven of twelve models named VWO first on the direct prompt; one named Convert Experiences. VWO was named by twelve of the twelve models and Convert Experiences by seven and VWO carries 55 labels and Convert Experiences 11, so the shares are not directly comparable.
VWO
endorsed leaderNamed in one category this edition.
Named in one category this edition.
First-choice share34%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 14; printed, not drawn.
Labels5511A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, VWO reading right to left. Rank and label count are printed, not drawn.VWO vs Mida · VWO vs Convert · VWO vs Optimizely CMS
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; every quote names the model and the prompt it came from. Both figures come from the experimentation and personalization page.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
VWOFirst choices, of twelve modelsConvert Experiences
Direct71
Paraphrase53
Comparative10
Budget-constrained104 against VWO
Scale-constrained50
Negative006 against VWO
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where VWO and Convert Experiences stood in it.
| Model | DirectVW | ParaphraseVW | ComparativeVW | Budget-constrainedVW | Scale-constrainedVW | NegativeVW |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | VW | VW | ||||
| GPT-5.4 mini | VW | VW | VW | |||
| Gemini 3.5 Flash | VW | VW | VW | VW | VW | VW |
| Perplexity Sonar | VW | VW | VW | |||
| Grok 4.1 Fast | VW | VW | VW | VW | VW | |
| Mistral Small | VW | VW | VW | VW | ||
| DeepSeek V4 Flash | VW | VW | VW | VW | VW | VW |
| Llama 4 Maverick | VW | VW | ||||
| Qwen 3.7 Flash | VW | VW | VW | VW | VW | |
| Kimi K2 | VW | VW | VW | VW | VW | VW |
| GLM 4.7 FlashX | VW | VW | ||||
| MiniMax M2.5 | VW | VW |
VW VWO Convert ExperiencesVW first choiceVW named as an alternativeVW argued againstblank: not namedEach cell is one answer, VWO on the left and Convert Experiences on the right.
Convert ExperiencesVW first choiceVW named as an alternativeVW argued againstblank: not namedEach cell is one answer, VWO on the left and Convert Experiences on the right.The direct prompt
The plain question, one answer per model, grouped by where VWO and Convert Experiences stood in it.
VWO first, Convert Experiences an alternative
7 of 12 modelsConvert Experiences was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashVWO alternatives: Abmatic AI, Markettailor, Userled, Webflow Optimize
Perplexity SonarVWO alternatives: Convert, Mutiny
Grok 4.1 FastVWO alternatives: Convert Experiences, Kameleoon, Personyze
DeepSeek V4 FlashVWO alternatives: Convert Experiences, Kameleoon, Mutiny
Llama 4 MaverickPersonizely, Personyze, VWO
Qwen 3.7 FlashKameleoon, VWO alternatives: Mutiny, Personizely
Kimi K2VWO alternatives: Intellimize, Mutiny
Convert Experiences first, VWO an alternative
1 of 12 modelsVWO was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXConvert Experiences alternatives: Kameleoon, VWO
Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Mutiny alternatives: AB Tasty, Abmatic AI, Mida, VWO
GPT-5.4 miniOptimizely CMS alternatives: Kameleoon, VWO
Mistral SmallPersonyze alternatives: Abmatic AI, VWO
Neither was named
1 of 12 modelsThe answer made no first choice from these two in this category.MiniMax M2.5Personizely, Personyze alternatives: Convert
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
VWO leads by thirty-three points.
VWO38%#1 of 15
Convert Experiences6%#6 of 15Mid-marketThe figures above
VWO leads by twenty-six points.
VWO34%#1 of 14
Convert Experiences8%#4 of 14Enterprise
What 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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
Also compared
VWO vs MidaVWO vs ConvertVWO vs Optimizely CMSVWO vs KameleoonVWO vs StatsigVWO vs GrowthBookMida vs Convert ExperiencesConvert vs Convert ExperiencesConvert Experiences vs Optimizely CMSConvert Experiences vs KameleoonConvert Experiences vs StatsigConvert Experiences vs GrowthBookAll twenty-eight head-to-head pages and the full experimentation standing
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.