One of fourteen models named Baremetrics first on the direct prompt; one named Mixpanel. Both were named by all fourteen models and Baremetrics carries 55 labels and Mixpanel 40, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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 saas metrics and analytics page.
Across every category in the November 2026 Edition, Baremetrics and Mixpanel were named in the same answer eighty-one times, of the 152 answers naming Baremetrics and the 106 naming Mixpanel. In those answers Mixpanel took the first choice four times and Baremetrics twelve.
| 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. Six of eight in this category shown.
“Baremetrics has received similar warnings, particularly regarding: Reliability for subscription-revenue metrics at basic tiers” MiniMax M2.5 · negative prompt · soft negative
“be cautious about using Baremetrics / ProfitWell if you have multi-currency, multi-billing, or complex enterprise contracts” Muse Glimmer 30B · negative prompt · soft negative
“Baremetrics for complex billing without validation... paying for Baremetrics may offer limited incremental value” Perplexity Sonar · negative prompt · soft negative
“Baremetrics is the one most often positioned for a mid-market team that bills across several processors and app stores” Muse Glimmer 30B · direct prompt · first choice
“The industry standard for ease of use. It integrates tightly with Stripe and focuses on automated calculations.” Qwen 3.7 Flash · comparative prompt · first choice
“Choose Baremetrics for the quickest path from Stripe data to usable revenue dashboards.” Perplexity Sonar · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“be cautious about using Mixpanel, Amplitude, Heap, Pendo, PostHog etc. for MRR, NRR, churn, LTV” Muse Glimmer 30B · negative prompt · hard negative
“High costs at scale (e.g., Mixpanel's $0.00028/event overages) ... Not ideal for pure financial metrics” Grok 4.20 · negative prompt · soft negative
“Product analytics tools—Amplitude, Mixpanel, PostHog, or Heap—for financial metrics” Perplexity Sonar · negative prompt · soft negative
“I recommend Mixpanel or Amplitude for product-focused analytics” MiniMax M2.5 · direct prompt · first choice
“#### 1. Mixpanel (Product Analytics Leader)” Grok 4.20 · comparative prompt · first choice
“Choose Mixpanel, Amplitude, or PostHog for activation, feature adoption, funnels, and in-product retention.” Perplexity Sonar · comparative 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.