Six of fourteen models named ChartMogul first on the direct prompt; zero named PostHog. ChartMogul was named by fourteen of the fourteen models and PostHog by eleven and ChartMogul carries 69 labels and PostHog 21, 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, ChartMogul and PostHog were named in the same answer fifty-six times, of the 196 answers naming ChartMogul and the 58 naming PostHog. In those answers PostHog took the first choice two times and ChartMogul sixteen.
| 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.
“Basic ChartMogul - Multiple AI models recommend avoiding the basic tier if you need reliable subscription-revenue metrics” MiniMax M2.5 · negative prompt · soft negative
“Frequent data mismatches ... complex setup for non-standard billing, and inaccuracies in churn calculations” Grok 4.20 · negative prompt · soft negative
“starts around $1,188/year on the Pro plan at the low end, so it's usually not the cheapest route” GPT-5.4 mini · budget prompt · soft negative
“ChartMogul offers superior segmentation and multi-billing-provider support, making it the better choice for SaaS companies above $500K MRR” Claude Haiku 4.5 · comparative prompt · first choice
“ChartMogul is currently cited as the leader for multi-source subscription metrics and investor-grade recurring revenue reporting.” Muse Glimmer 30B · paraphrase prompt · first choice
“Low Budget / Fastest Setup: Start with Databox (for general KPIs) combined with ChartMogul (for revenue metrics).” Qwen 3.7 Flash · budget 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.