CUMUL.IO vs Looker: Analytics Comparison (2026)
An independent side-by-side comparison of CUMUL.IO and Looker 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.
- ✓LookML for SQL-based modeling
- ✓Integration with Data Studio
- ✓Cloud infrastructure on Google Cloud
- ✓Prebuilt and custom integrations
When to choose CUMUL.IO
Choose CUMUL.IO if your team prioritizes its strengths over Looker's. Full guidance populates as CUMUL.IO's feature data is indexed.
When to choose Looker
Choose Looker if your team prioritizes its strengths over CUMUL.IO's. Full guidance populates as Looker'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
looker.com