Zero of fourteen models named Mixpanel first on the direct prompt; three named Segment. Mixpanel was named by fourteen of the fourteen models and Segment by twelve and Mixpanel carries 53 labels and Segment 27, so the shares are not directly comparable.
San Francisco, United States, founded 2009. Named in nine categories this edition.
By Twilio, San Francisco, United States, founded 2008. Named in ten 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 customer intelligence and data science page.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Suffered a security incident (smishing attack) in November 2025... OpenAI dropped them post-breach. Be wary if data security and transparency are priorities.” Grok 4.1 Fast · negative prompt · hard negative
“Choose Amplitude or Mixpanel if you're a product team focused on understanding feature adoption, funnels, and retention.” DeepSeek V4 Flash · comparative prompt · first choice
“| Mixpanel | Product/behavioral analytics | Free tier; $28/mo+ | Funnels, retention; easy for SaaS/ecomm |” Grok 4.1 Fast · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Don't purchase a full Customer Data Platform (CDP) like Twilio Segment or mParticle until you have significant data volume” Qwen 3.7 Flash · budget prompt · hard negative
“Segment stands out as the best overall customer analytics and intelligence platform due to its flexibility, strong AI capabilities, and broad adoption.” Mistral Small · 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.