Six of fourteen models named ChartMogul first on the direct prompt; one named Baremetrics. Both were named by all fourteen models and ChartMogul carries 69 labels and Baremetrics 55, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories 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 Baremetrics were named in the same answer 147 times, of the 196 answers naming ChartMogul and the 152 naming Baremetrics. In those answers Baremetrics took the first choice nine times and ChartMogul forty-eight.
| 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 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
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.