Zero of fourteen models named Baremetrics first on the direct prompt; one named Amplitude. Baremetrics was named by fourteen of the fourteen models and Amplitude by thirteen and Baremetrics carries 49 labels and Amplitude 27, so the shares are not directly comparable.
Named in one category 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 October 2026 Edition, Baremetrics and Amplitude were named in the same answer sixty-seven times, of the 157 answers naming Baremetrics and the 81 naming Amplitude. In those answers Amplitude took the first choice five 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 4.1 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. Six of eight in this category shown.
“Avoid Baremetrics, basic ChartMogul, basic ProfitWell, and Tableau if you need reliable subscription-revenue metrics.” GLM 4.7 FlashX · negative prompt · hard negative
“Criticized for poor customer service, data inconsistencies, and high costs” Mistral Small · negative prompt · hard negative
“large enterprises should avoid or be cautious about Baremetrics” Llama 4 Maverick · negative prompt · hard negative
“Need hosted, set-and-forget revenue reporting with accurate MRR breakdowns: ChartMogul or Baremetrics.” Muse Glimmer 30B · comparative prompt · first choice
“Choose ChartMogul or Baremetrics if your priority is subscription revenue health” Perplexity Sonar · comparative prompt · first choice
“I'd suggest looking at Fairview, ChartMogul, or Baremetrics as starting points.” MiniMax M2.5 · scale 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.
“Amplitude is terrible at calculating Net Revenue Retention (NRR), churn reasons, LTV:CAC ratios, or forecasting cash flow accurately” Llama 4 Maverick · negative prompt · hard negative
“it's not recommended for CFO-level financial reporting or accurate calculation of key SaaS metrics” Mistral Small · negative prompt · hard negative
“Avoid using these as your primary SaaS revenue metrics tool.” DeepSeek V4 Flash · negative prompt · hard negative
“Amplitude is best for mid-market to enterprise SaaS with dedicated data teams... very strong for B2B SaaS companies, and its cohort analysis is the best.” Claude Haiku 4.5 · direct prompt · first choice
“If you want to know what users do in the app: start with Amplitude or Mixpanel.” GPT-5.4 mini · comparative prompt · first choice
“Need deep product behavior insights with AI? → Amplitude” Kimi K2 · 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.