CUMUL.IO vs Metabase: Analytics Comparison (2026)
An independent side-by-side comparison of CUMUL.IO and Metabase for analytics buyers — pricing, features, integrations, and how often each is cited by major AI engines.
AI Citation Scorecard
How often each is cited by major AI engines when buyers ask analytics questions. Last 90 days across ChatGPT, Perplexity, Gemini, Claude, and Copilot.
Probes run hourly; each (engine × query) combo retests every ~3 days.
Pricing
Key Features
Feature data is being indexed.
- ✓Ask questions with AI
- ✓SQL generation
- ✓20+ supported data sources
- ✓Unlimited questions & dashboards
- ✓Write SQL or explore just by clicking
- ✓3-day support for Starter
- ✓Embed unlimited charts and dashboards
- ✓Row and column level permissions
When to choose CUMUL.IO
Choose CUMUL.IO if your team prioritizes its strengths over Metabase's. Full guidance populates as CUMUL.IO's feature data is indexed.
When to choose Metabase
Choose Metabase if your team prioritizes its strengths over CUMUL.IO's. Full guidance populates as Metabase's feature data is indexed.
AI visibility profiles
Is one of these your brand?
Get the full report by email: every analytics buyer question we ask, which engines name you, and who gets named instead.
cumul.io
metabase.com