Convert Experiences vs Personyze
One of fourteen models named Convert Experiences first on the direct prompt; two named Personyze. Convert Experiences was named by thirteen of the fourteen models and Personyze by nine and Convert Experiences carries 41 labels and Personyze 18, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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
Convert ExperiencesFirst choices, of fourteen modelsPersonyze
Across every category in the November 2026 Edition, Convert Experiences and Personyze were named in the same answer twenty-one times, of the 93 answers naming Convert Experiences and the 47 naming Personyze. In those answers Personyze took the first choice one time and Convert Experiences 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 | | | |
Convert Experiences Personyze first choice named as an alternative argued againstblank: not namedEach cell is one answer, Convert Experiences on the left and Personyze on the right.The direct prompt
Convert Experiences first, Personyze an alternative
1 of 14 modelsPersonyze was named in the answer but not as the choice, or not at all.Personyze first, Convert Experiences an alternative
2 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
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
Convert Experiences10%#3 of 16Personyze7%#6 of 16Convert Experiences16%#2 of 14Personyze5%#4 of 14Convert Experiences3%#6 of 13Personyze0%#– of 13What 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
What the models said about Personyze
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For most mid-market B2B companies, Personyze is likely the best fit” GLM 4.7 FlashX · direct prompt · first choice
“For a mid-market B2B company, Personyze is the best fit” MiniMax M2.5 · direct prompt · first choice
“would be Convert Experiences, VWO, or Personyze” Llama 4 Maverick · 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.