Databox vs Baremetrics
Three of fourteen models named Databox first on the direct prompt; one named Baremetrics. Databox was named by eleven of the fourteen models and Baremetrics by fourteen and Databox carries 23 labels and Baremetrics 55, so the shares are not directly comparable.
Named in three 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.
By framing
DataboxFirst choices, of fourteen modelsBaremetrics
Across every category in the November 2026 Edition, Databox and Baremetrics were named in the same answer fifty-seven times, of the 115 answers naming Databox and the 152 naming Baremetrics. In those answers Baremetrics took the first choice nine times and Databox five.
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 4.20 | | | | | | |
| 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 | | | | | |
Databox Baremetrics first choice named as an alternative argued againstblank: not namedEach cell is one answer, Databox on the left and Baremetrics on the right.The direct prompt
Databox first, Baremetrics an alternative
3 of 14 modelsBaremetrics was named in the answer but not as the choice, or not at all.Baremetrics first, Databox an alternative
1 of 14 modelsDatabox was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 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
Baremetrics16%#3 of 15Databox7%#4 of 15Databox9%#3 of 14Baremetrics4%#4 of 14What the models said about Databox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“the best overall choice is Databox if you want one dashboard combining revenue, marketing, sales, and operational KPIs” Perplexity Sonar · budget prompt · first choice
“I'd recommend starting with Databox for its unified cross-source capabilities and AI insights” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Baremetrics
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.