VWO vs Mutiny
Nine of fourteen models named VWO first on the direct prompt; three named Mutiny. VWO was named by thirteen of the fourteen models and Mutiny by ten and VWO carries 56 labels and Mutiny 18, so the shares are not directly comparable.
Named in two categories this edition.
Named in four categories 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 modelsMutiny
Across every category in the October 2026 Edition, VWO and Mutiny were named in the same answer thirty-five times, of the 167 answers naming VWO and the 72 naming Mutiny. In those answers Mutiny took the first choice five times and VWO fourteen.
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 4.1 Fast | | | | | | |
| 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 Mutiny first choice named as an alternative argued againstblank: not namedEach cell is one answer, VWO on the left and Mutiny 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, Mutiny an alternative
8 of 14 modelsMutiny was named in the answer but not as the choice, or not at all.Mutiny first, VWO an alternative
2 of 14 modelsVWO was named in the answer but not as the choice, or not at all.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
Mutiny10%#3 of 11VWO7%#4 of 11What 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 Mutiny
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Mutiny officially discontinued its website-personalization product on April 8, 2026, pivoting to an AI GTM content tool” Gemini 3.5 Flash · direct prompt · hard negative
“don't evaluate Mutiny as a traditional website A/B-testing platform” GPT-6 Luna · direct prompt · hard negative
“Important Context: Avoid Mutiny” Kimi K2 · paraphrase prompt · hard negative
“Choose Mutiny if your primary need is showing different content to different companies/industries” DeepSeek V4 Flash · direct prompt · first choice
“Mutiny is repeatedly called out for mid-sized B2B.” Muse Glimmer 30B · direct prompt · first choice
“Mutiny is the most practical, proven choice.” GLM 4.7 FlashX · direct 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.