One of fourteen models named Mixpanel first on the direct prompt; two named Amplitude. Both were named by all fourteen models and Mixpanel carries 53 labels and Amplitude 56, so the shares are not directly comparable.
San Francisco, United States, founded 2009. Named in ten categories this edition.
United States. 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.
Across every category in the November 2026 Edition, Mixpanel and Amplitude were named in the same answer 443 times, of the 565 answers naming Mixpanel and the 503 naming Amplitude. In those answers Amplitude took the first choice sixty-four times and Mixpanel forty-two.
| 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 |
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. Five of six in this category shown.
“Avoid or be cautious about Mixpanel, Amplitude, Segment, Adobe Analytics, Google Analytics 4, and Gainsight” Mistral Small · negative prompt · hard negative
“Avoid platforms with a history of security incidents (Mixpanel, Amplitude, Adobe, Metabase)” GLM 4.7 FlashX · negative prompt · hard negative
“For most small businesses, Mixpanel and Microsoft Power BI offer the best balance of affordability and powerful analytics.” Mistral Small · budget prompt · first choice
“The best customer analytics and intelligence platform for a company with a limited budget is Mixpanel, Amplitude, or Totango” Llama 4 Maverick · budget prompt · first choice
“Google Analytics 4 (free) + Mixpanel (free tier) + Microsoft Power BI (from $10/user/mo) is the best value stack” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“This is perhaps the most heavily flagged platform in recent reviews... Amplitude is currently facing a class-action lawsuit” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid or be cautious about Mixpanel, Amplitude, Segment, Adobe Analytics, Google Analytics 4, and Gainsight” Mistral Small · negative prompt · hard negative
“Avoid platforms with a history of security incidents (Mixpanel, Amplitude, Adobe, Metabase)” GLM 4.7 FlashX · negative prompt · hard negative
“Amplitude - AI-powered product analytics built for product-led SaaS teams tracking feature usage and running A/B tests.” Muse Glimmer 30B · comparative 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.