# Databox vs Baremetrics: which do AI models recommend for saas metrics, October 2026

Finance AI Recommendation Index, October 2026 Edition, SaaS metrics and analytics. Two of fourteen models named Databox first on the direct prompt; zero named Baremetrics. Page: https://finance-ai-index.com/planning/saas-metrics-and-analytics/databox-vs-baremetrics/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Databox | 6% | #4 of 14 | 0% | 28 | 12 of 14 |
| Baremetrics | 2% | #6 of 14 | 22% | 49 | 14 of 14 |

## The direct prompt, model by model

- Mistral Small: databox first (first choices: ChartMogul, Databox) (alternatives: Tableau, Toolboks)
- GLM 4.7 FlashX: databox first (first choices: Databox) (alternatives: Amplitude, Baremetrics, ChartMogul, Gainsight)
- Claude Haiku 4.5: neither first, one named (first choices: Amplitude) (alternatives: Databox, HubSpot Operations Hub, Mixpanel)
- Perplexity Sonar: neither first, one named (first choices: ChartMogul) (alternatives: Amplitude, Databox, Maxio Metrics)
- Grok 4.1 Fast: neither first, one named (first choices: ChartMogul) (alternatives: Amplitude, Baremetrics, Databox, Looker Studio, Mixpanel)
- DeepSeek V4 Flash: neither first, one named (first choices: ChartMogul) (alternatives: Amplitude, Baremetrics, Mixpanel, ProfitWell Metrics)
- Qwen 3.7 Flash: neither first, one named (first choices: ChartMogul) (alternatives: Baremetrics, Databox)
- Kimi K2: neither first, one named (first choices: ChartMogul) (alternatives: Baremetrics, Databox, Klipfolio, Paddle Retain)
- MiniMax M2.5: neither first, one named (first choices: ChartMogul) (alternatives: Baremetrics, Databox, Maxio Metrics, Microsoft Power BI, ProfitWell Metrics, Tableau)
- Muse Glimmer 30B: neither first, one named (first choices: ChartMogul) (alternatives: Baremetrics, Paddle, ProfitWell Metrics)
- GPT-5.4 mini: neither named (first choices: Looker) (alternatives: Domo, June, Mixpanel)
- Gemini 3.5 Flash: neither named (first choices: Maxio Metrics, Subscript) (alternatives: Amplitude, ChartMogul, Mixpanel, Mosaic)
- Llama 4 Maverick: neither named
- GPT-6 Luna: neither named (first choices: ChartMogul) (alternatives: Maxio Metrics)

## What the models said about Databox

- "the best all-round dashboard is Databox combined with a subscription-revenue backend like ChartMogul" (GLM 4.7 FlashX, direct prompt, first choice)
- "the best SaaS metrics dashboard is likely Databox's free plan or Google Looker Studio" (Grok 4.1 Fast, budget prompt, first choice)
- "ChartMogul and Databox are the top recommendations" (Mistral Small, direct prompt, first choice)

## What the models said about Baremetrics

- "Avoid Baremetrics, basic ChartMogul, basic ProfitWell, and Tableau if you need reliable subscription-revenue metrics." (GLM 4.7 FlashX, negative prompt, hard negative)
- "Criticized for poor customer service, data inconsistencies, and high costs" (Mistral Small, negative prompt, hard negative)
- "large enterprises should avoid or be cautious about Baremetrics" (Llama 4 Maverick, negative prompt, hard negative)
- "Need hosted, set-and-forget revenue reporting with accurate MRR breakdowns: ChartMogul or Baremetrics." (Muse Glimmer 30B, comparative prompt, first choice)
- "Choose ChartMogul or Baremetrics if your priority is subscription revenue health" (Perplexity Sonar, comparative prompt, first choice)
- "I'd suggest looking at Fairview, ChartMogul, or Baremetrics as starting points." (MiniMax M2.5, scale prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.