Evidence vs Rill
On the evidence we track, Rill leads this comparison with a composite score of 64/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.
Capabilities
Feature-by-feature on the axes that matter for bi software. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
Evidence
An open-source business intelligence platform that lets you build interactive data visualizations using SQL and markdown. Reports can be self-hosted or published on Evidence Studio's managed hosting service.
Rill
LeaderA business intelligence tool designed for both AI agents and human users, built on OLAP engines like ClickHouse and DuckDB. It uses code-driven configuration (YAML and SQL), provides a semantic layer for consistent metric definitions, supports conversational queries in natural language, and includes interactive dashboards with row-level access control.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Evidence
$2,500/month for Team plan with unlimited users, 20K AI credits, and optional add-on credits at $0.01 per credit. 30-day free trial. Custom enterprise plans available.
- Team$2,500/month, flat rate for unlimited users and projects
- Unlimited users
- Unlimited projects
- Analytics Agent
- Slack bot and MCP support
- Private Slack or Teams support
- +10 more
- CustomContact sales
- Everything in Team plan
- Row-level access rules
- Embedding and white-labelling
- Custom AI credit allocation
- Bring your own AI keys
- +3 more
Rill
LeaderFrom $20/seat/month. Free tier with $250 credit. Hybrid seat + usage-based pricing
- Starter$20/seat/month + $0.15/compute unit-hour
- Platform access
- Unlimited dashboards, reports, alerts
- Embedded analytics (previews only)
- Agentic analytics (1M tokens/seat/month)
- API access (2,500 calls/seat/month, $0.01/call overage)
- +3 more
- Growth$30/seat/month + $500/month embedded + $0.20/compute unit-hour
- Platform access
- Unlimited dashboards, reports, alerts
- Embedded analytics ($500/month up to 100 active seats)
- Agentic analytics (2M tokens/seat + 200k/embedded)
- API access (5,000 calls/seat + 500/embedded, $0.01/call overage)
- +6 more
- EnterpriseContact sales
- Platform access (unlimited seats)
- Unlimited dashboards, reports, alerts
- Embedded analytics (unlimited active seats)
- Agentic analytics (custom quota)
- API access (custom quota)
- +3 more
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
- ChatGPT
Evidence
- BigQuery
- Google Sheets
- PostgreSQL
- JavaScript APIs
- Slack
- Claude Desktop
- Snowflake
- Databricks
- Microsoft Fabric
- dbt
- GitHub Enterprise
- Datadog
- Sentry
- AWS Bedrock
- Vertex AI
- Azure AI Foundry
Rill
Leader- Claude Code
- Cursor
- S3
- Google Cloud Storage
- ClickHouse
- ClickHouse Cloud
- DuckDB
- MotherDuck
- Druid
- Pinot
- Google SSO
- Microsoft SSO
- Okta
- SAML
- GCS
Evidence or Rill: which one depends on you
A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.
Free to run, no account needed to start. How the evaluation works
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.