One of fourteen models named Mixpanel first on the direct prompt; zero named Umami. Mixpanel was named by fourteen of the fourteen models and Umami by eleven and Mixpanel carries 39 labels and Umami 12, so the shares are not directly comparable.
San Francisco, United States, founded 2009. Named in ten categories 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 web analytics 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 4.20 | ||||||
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Self-hosted platforms like Umami or Open Web Analytics come with added responsibilities, such as server maintenance” Claude Haiku 4.5 · negative prompt · soft negative
“the best choice is usually Umami or Plausible” GPT-5.4 mini · budget prompt · first choice
“If you want clean data without the complexity of GA4 or the privacy risks, Umami is a strong contender.” Qwen 3.7 Flash · budget prompt · alternative
“start by evaluating Matomo self-hosted, Plausible, Fathom, Umami, or Cloudflare Web Analytics” Perplexity Sonar · negative prompt · alternative
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.