VWO vs Convert Experiences
Seven of fourteen models named VWO first on the direct prompt; one named Convert Experiences. VWO was named by fourteen of the fourteen models and Convert Experiences by thirteen and VWO carries 65 labels and Convert Experiences 41, 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 November 2026 Edition, VWO and Convert Experiences were named in the same answer eighty-one times, of the 167 answers naming VWO and the 93 naming Convert Experiences. In those answers Convert Experiences took the first choice eight times and VWO nineteen.
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
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.VWO first, Convert Experiences an alternative
6 of 14 modelsConvert Experiences was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
VWO28%#1 of 16Convert Experiences10%#3 of 16VWO31%#1 of 14Convert Experiences16%#2 of 14Convert Experiences3%#6 of 13VWO2%#7 of 13What 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.
“Avoid VWO if page speed and user trust are critical, or if you have limited technical support.” GLM 4.7 FlashX · negative prompt · hard negative
“the reliability and support issues make it risky for serious experimentation” DeepSeek V4 Flash · negative prompt · hard negative
“its current pricing page directs buyers to request a demo rather than showing a price, so it may be harder to budget for upfront” GPT-6 Luna · budget prompt · soft negative
“platforms like VWO or Optimizely are commonly considered in this middle market, depending on whether you prioritize faster time-to-value (VWO)” Claude Haiku 4.5 · scale prompt · first choice
“The Best All-Rounder: VWO (Visual Website Optimizer) ... widely considered the best balance of power and usability for mid-sized companies” Qwen 3.7 Flash · paraphrase prompt · first choice
“Tight budget, marketer-led, low traffic, needs CRM bucketing: Convert Experiences or VWO Experience Optimization.” Muse Glimmer 30B · paraphrase 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. Five of six in this category shown.
“consider Convert or Evergage if you need more advanced capabilities, though these lean more toward the enterprise end of mid-market pricing” Claude Haiku 4.5 · direct prompt · soft negative
“transparent monthly plans from $299/mo billed annually ... That's plan-around pricing but not "limited budget" free.” Muse Glimmer 30B · budget prompt · soft negative
“Convert Experiences and VWO are the top recommendations due to their balance of features, ease of use, and integration capabilities.” Mistral Small · paraphrase prompt · first choice
“For Full-Stack Experimentation (High Tech/Mid-Market): Convert Experiences or Kameleoon. Both are praised for ease of use” Qwen 3.7 Flash · negative prompt · first choice
“Tight budget, marketer-led, low traffic, needs CRM bucketing: Convert Experiences or VWO Experience Optimization.” Muse Glimmer 30B · 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.