Seven of twelve models named ChartMogul first on the direct prompt; one named Baremetrics. Both were named by all twelve models and ChartMogul carries 54 labels and Baremetrics 41, 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 twelve 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 September 2026 Edition, ChartMogul and Baremetrics were named in the same answer 124 times, of the 163 answers naming ChartMogul and the 127 naming Baremetrics. In those answers Baremetrics took the first choice six times and ChartMogul forty-nine.
| 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 |
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.
“Pricing scales aggressively with MRR ... some report temporary outages, MRR inconsistencies, and "abysmal" support for edge cases” Grok 4.1 Fast · negative prompt · soft negative
“ChartMogul | No native dunning (requires third-party), can have definition discrepancies” MiniMax M2.5 · negative prompt · soft negative
“ChartMogul is often recommended, but be cautious about the setup complexity and cost” Mistral Small · negative prompt · soft negative
“For most mid-market companies transitioning away from spreadsheets, ChartMogul offers the best balance of price, flexibility, and reliability.” Qwen 3.7 Flash · direct prompt · first choice
“go with ChartMogul. If your finance team is drowning in manual Excel sheets ... invest the time and money into Subscript or Maxio.” Gemini 3.5 Flash · paraphrase prompt · first choice
“ChartMogul - ChartMogul automates calculating subscription metrics correctly... It's perfect for early-stage to mid-size SaaS companies” Claude Haiku 4.5 · 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.
“Be cautious if: You're sensitive to cost (starts ~$129/mo...) Complaints include poor customer service ... data inconsistencies” Grok 4.1 Fast · negative prompt · soft negative
“you have likely outgrown early-stage, plug-and-play tools (like Baremetrics or ProfitWell)” Gemini 3.5 Flash · direct prompt · soft negative
“avoid paying for Baremetrics or ChartMogul unless you need their extra features” Mistral Small · negative prompt · soft negative
“I just want to know my MRR and Churn. | Baremetrics | Set up in 15 minutes; looks beautiful; simple.” Qwen 3.7 Flash · comparative prompt · first choice
“I would suggest starting with ChartMogul or Baremetrics if you want a purpose-built solution” MiniMax M2.5 · direct prompt · first choice
“If you want the best pure SaaS revenue dashboard: ChartMogul or Baremetrics.” GPT-5.4 mini · 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.