ProfitWell · 1 category · RankedProfitWell Metrics
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| SaaS metrics and analytics | Planning and analysis | 17% | 2 of 81 | 18% | 38 | accepted challenger |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 1 | 1 | 0 | 3 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 1 | 1 | 1 | 0 | 3 |
| Mistral Small | 1 | 2 | 2 | 0 | 5 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 1 | 4 |
| Llama 4 Maverick | 0 | 3 | 0 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 1 | 2 | 1 | 1 | 5 |
| GLM 4.7 FlashX | 0 | 4 | 0 | 0 | 4 |
| MiniMax M2.5 | 1 | 1 | 1 | 1 | 4 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Choose ProfitWell if you want the absolute best, most accurate, completely free revenue/billing metrics dashboard with zero setup time.” Gemini 3.5 Flash · SaaS metrics · budget prompt · first choice
“For most startups on a tight budget, ProfittWell + Looker Studio (both free) gives you 90% of what you need.” DeepSeek V4 Flash · SaaS metrics · budget prompt · first choice
“Start with ProfitWell if you're under $50K MRR. It's completely free with no usage caps” Kimi K2 · SaaS metrics · budget prompt · first choice
“For pure revenue tracking with zero cost, ProfitWell is the top recommendation.” MiniMax M2.5 · SaaS metrics · budget prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“If you're not on Paddle's payment platform, don't use ProfitWell metrics. You're building on a deprecated roadmap.” DeepSeek V4 Flash · SaaS metrics · negative prompt · hard negative
“It is not built to handle manual, sales-assisted enterprise contracts managed in a CRM. ... ProfitWell is not the right fit.” Gemini 3.5 Flash · SaaS metrics · paraphrase prompt · soft negative
“you have likely outgrown early-stage, plug-and-play tools (like Baremetrics or ProfitWell)” Gemini 3.5 Flash · SaaS metrics · direct prompt · soft negative
“ProfitWell | Limited to Stripe/Paddle, less flexible for complex billing” MiniMax M2.5 · SaaS metrics · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 84 of the 104 answers that named ProfitWell Metrics and are not a share of its labels.
Domains cited
344 of the 344 domain citations in answers naming ProfitWell Metrics came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as ProfitWell Metrics
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