Two of fourteen models named Amplitude first on the direct prompt; zero named PostHog. Amplitude was named by fourteen of the fourteen models and PostHog by eleven and Amplitude carries 35 labels and PostHog 21, 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 November 2026 Edition, Amplitude and PostHog were named in the same answer forty-four times, of the 93 answers naming Amplitude and the 58 naming PostHog. In those answers PostHog took the first choice two times and Amplitude four.
| 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.
“Avoid for tight budgets: Tools like Amplitude, Heap, or Maxio, which quickly go custom/enterprise pricing” Grok 4.20 · budget prompt · hard negative
“be cautious about using Mixpanel, Amplitude, Heap, Pendo, PostHog etc. for MRR, NRR, churn, LTV” Muse Glimmer 30B · negative prompt · hard negative
“Product analytics tools—Amplitude, Mixpanel, PostHog, or Heap—for financial metrics... revenue figures are often event properties” Perplexity Sonar · negative prompt · soft negative
“I recommend Mixpanel or Amplitude for product-focused analytics” MiniMax M2.5 · direct prompt · first choice
“Best overall for most product-led SaaS teams in 2024–2026” DeepSeek V4 Flash · comparative prompt · first choice
“The heavyweight champion for deep behavioral analysis.” Qwen 3.7 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven 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
“Use PostHog, Mixpanel, or Amplitude for behavioral metrics ... Never use them for financial metrics” Gemini 3.5 Flash · negative prompt · soft negative
“Product analytics tools—Amplitude, Mixpanel, PostHog, or Heap—for financial metrics” Perplexity Sonar · negative prompt · soft negative
“Primary dashboard: PostHog (free) for product analytics.” GLM 4.7 FlashX · budget prompt · first choice
“consider alternatives like open-source options (e.g., PostHog) or spreadsheets for simplicity” Grok 4.20 · negative prompt · alternative
“The leading open-source platform. It gives you control over data privacy and hosting.” Qwen 3.7 Flash · 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.