ProfitWell Metrics vs Databox
One of twelve models named ProfitWell Metrics first on the direct prompt; one named Databox. ProfitWell Metrics was named by twelve of the twelve models and Databox by ten and ProfitWell Metrics carries 38 labels and Databox 23, so the shares are not directly comparable.
Named in one category 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.
By framing
ProfitWell MetricsFirst choices, of twelve modelsDatabox
Across every category in the September 2026 Edition, ProfitWell Metrics and Databox were named in the same answer forty-seven times, of the 104 answers naming ProfitWell Metrics and the 96 naming Databox. In those answers Databox took the first choice five times and ProfitWell Metrics twenty.
Every model, every framing
| 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 | | | |
ProfitWell Metrics Databox first choice named as an alternative argued againstblank: not namedEach cell is one answer, ProfitWell Metrics on the left and Databox on the right.The direct prompt
ProfitWell Metrics first, Databox not the choice
1 of 12 modelsDatabox was named in the answer but not as the choice, or not at all.Databox first, ProfitWell Metrics not the choice
1 of 12 modelsProfitWell Metrics was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 of 12 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
ProfitWell Metrics29%#2 of 10Databox14%#3 of 10ProfitWell Metrics17%#2 of 11Databox10%#4 of 11ProfitWell Metrics7%#3 of 10Databox2%#6 of 10What the models said about ProfitWell Metrics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“If you're not on Paddle's payment platform, don't use ProfitWell metrics. You're building on a deprecated roadmap.” DeepSeek V4 Flash · 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 · paraphrase 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
“Choose ProfitWell if you want the absolute best, most accurate, completely free revenue/billing metrics dashboard with zero setup time.” Gemini 3.5 Flash · 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 · budget prompt · first choice
“Start with ProfitWell if you're under $50K MRR. It's completely free with no usage caps” Kimi K2 · budget prompt · first choice
What the models said about Databox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid trying to build subscription metrics in generic Business Intelligence (BI) dashboards like Looker Studio, Tableau, or Databox” Gemini 3.5 Flash · negative prompt · hard negative
“The best SaaS metrics dashboard for a company with a limited budget is Databox, which offers a free plan and paid plans starting from $64/month.” Llama 4 Maverick · budget prompt · first choice
“the optimal solution is a combination of Databox (as your command center) and ChartMogul (as your revenue engine)” GLM 4.7 FlashX · direct prompt · first choice
“The Best All-In-One Dashboard: Databox ... Databox is the industry leader for free plans.” GLM 4.7 FlashX · budget 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.