One of twelve models named Databox first on the direct prompt; one named Baremetrics. Databox was named by ten of the twelve models and Baremetrics by twelve and Databox carries 23 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, Databox and Baremetrics were named in the same answer fifty-two times, of the 96 answers naming Databox and the 127 naming Baremetrics. In those answers Baremetrics took the first choice five times and Databox 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 4.1 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. 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
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.