One of fourteen models named Maxio Metrics first on the direct prompt; one named Amplitude. Maxio Metrics was named by twelve of the fourteen models and Amplitude by thirteen and Maxio Metrics carries 25 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, Maxio Metrics and Amplitude were named in the same answer twenty-five times, of the 63 answers naming Maxio Metrics and the 81 naming Amplitude. In those answers Amplitude took the first choice zero times and Maxio Metrics six.
| 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. Five of six in this category shown.
“implementing them too early can choke a startup... Avoid complex enterprise financial suites until you are scaling past $5M–$10M ARR” Gemini 3.5 Flash · negative prompt · soft negative
“That broader scope may be unnecessary if all you need is basic recurring-revenue reporting” GPT-6 Luna · negative prompt · soft negative
“Maxio is the strongest standalone recommendation” Qwen 3.7 Flash · paraphrase prompt · first choice
“Maxio is the heavy-hitter for mid-market SaaS.” Gemini 3.5 Flash · direct prompt · first choice
“Recommended: Maxio (Chargify + SaaSOptics)” DeepSeek V4 Flash · paraphrase 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.