Five of twelve models named Mixpanel first on the direct prompt; zero named Google Analytics 4. Both were named by all twelve models and Mixpanel carries 60 labels and Google Analytics 4 23, so the shares are not directly comparable.
San Francisco, United States, founded 2009. Named in seven categories this edition.
By Google Search, United States, founded 1997. Named in fourteen categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 product analytics page.
Across every category in the September 2026 Edition, Mixpanel and Google Analytics 4 were named in the same answer 121 times, of the 333 answers naming Mixpanel and the 274 naming Google Analytics 4. In those answers Google Analytics 4 took the first choice seventeen times and Mixpanel twenty-five.
| 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 |
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.
“Highest Caution: Mixpanel ... When to avoid: If handling sensitive user data or EU users” Grok 4.1 Fast · negative prompt · hard negative
“Choose Mixpanel if: You want a highly intuitive, self-serve interface that your non-technical teams will actually use” Gemini 3.5 Flash · scale prompt · first choice
“Mixpanel is frequently cited as the best balance of cost, ease of use, and B2B-specific features” Qwen 3.7 Flash · paraphrase 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.
“Avoid GA4 for EU-based products or if you need product-level insights (it's marketing-focused)” MiniMax M2.5 · negative prompt · hard negative
“Thin product analytics: Optimized for marketing/attribution rather than product behavior” Qwen 3.7 Flash · negative prompt · hard negative
“Not ideal for actual product analytics due to data sampling and cardinality thresholding” Llama 4 Maverick · negative prompt · hard negative
“For a tight budget, start with Google Analytics 4 (if web-focused) or Statsig (if you need product analytics beyond web tracking)” MiniMax M2.5 · budget 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.