# Evidence vs Rill

**Leader by Vioscale score:** Rill

| Attribute | Evidence | Rill |
|---|---|---|
| **Vioscale score** | 48.5 (65% (medium)) | 62.2 (77% (high)) |
| activity.commits_last_30d | 22 | 62 |
| adoption.dependent_repos | 0 | 0 |
| adoption.github_stars | 6,880 | 2,844 |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"self_hosted":true}` |
| description.long | Evidence is a BI platform offering Evidence Studio (a web-based IDE) for building self-serve analytics dashboards and reports with component-generated queries, AI-assisted exploration, and enterprise-grade security controls. | Platform for building analytics with metrics defined in code, then accessed via dashboards, natural language questions, and APIs. Works with multiple data sources and integrates with AI tools for faster insights. |
| features.capabilities | `{"nlq_ai":true,"rls_sso":true,"paradigm":"governed_dashboards","free_tier":false,"managed_cloud":true,"self_hostable":true,"semantic_layer":"built_in","warehouse_native":true,"connector_breadth":"Multiple data sources including BigQuery, Google Sheets, PostgreSQL, APIs","embedded_analytics":true,"transparent_pricing":true}` | `{"nlq_ai":true,"rls_sso":true,"paradigm":"semantic_layer","free_tier":true,"managed_cloud":true,"self_hostable":true,"semantic_layer":"built_in","warehouse_native":true,"connector_breadth":"SQL databases, S3, Google Cloud Storage, and 20+ connectors","scheduled_reports":true,"embedded_analytics":true,"transparent_pricing":true}` |
| integrations.count | 4 | 15 |
| integrations.list | `[{"name":"BigQuery"},{"name":"Google Sheets"},{"name":"PostgreSQL"},{"name":"JavaScript APIs"}]` | `[{"name":"Claude Code"},{"name":"Cursor"},{"name":"ChatGPT"},{"name":"S3"},{"name":"Google Cloud Storage"},{"name":"ClickHouse"},{"name":"ClickHouse Cloud"},{"name":"DuckDB"},{"name":"MotherDuck"},{"name":"Druid"},{"name":"Pinot"},{"name":"Google SSO"},{"name":"Microsoft SSO"},{"name":"Okta"},{"name":"SAML"}]` |
| language.primary | TypeScript | Go |
| license.spdx | MIT | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":false,"name":"Team","summary":"$15/user/month","features":["Unlimited users","Page-level access control","Log In With Google","1,000 AI Credits/user/month","Multiple Data Sources","Evidence Query Engine","Self-Service analytics","Data Export","AI Chat","Explore interface","SQL Console"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"user","amount":15,"period":"month","currency":"USD"}],"description":"For small teams getting started","contactSales":false,"includedLimits":{"ai_credits":"1,000/user/month"}},{"free":false,"name":"Pro","summary":"$25/user/month","features":["Everything in Team plus","Single Sign-On (SSO)","Private Slack support","3,000 AI Credits/user/month","AI Dev Agent"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"user","amount":25,"period":"month","currency":"USD"}],"description":"For teams delivering reporting across their organization","contactSales":false,"includedLimits":{"ai_credits":"3,000/user/month"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Everything in Pro plus","White labeling","Embedded reports","Multi-region support","Dedicated support","Custom AI Credit volume","Row-Level Security (RLS)","Directory Sync (SCIM)","BYO Encryption Keys","SIEM Audit Logging","SOC 2 Audit Report"],"description":"For large organizations with custom requirements","contactSales":true}],"addOns":[{"name":"Additional AI Credits","components":[{"per":{"qty":1,"unit":"credit"},"kind":"metered","amount":0.01,"currency":"USD"}]}],"summary":"From $15/user/month (Team) with AI credits included. Enterprise custom pricing.","currency":"USD","freeTier":false,"sourceUrl":"https://evidence.dev/pricing","retrievedAt":"2026-08-13T20:47:50.556Z","startingPrice":{"amount":15,"period":"month","currency":"USD"},"billingPeriods":["month"]}` | `{"type":"hybrid","plans":[{"free":false,"name":"Starter","summary":"$20/seat/month + $0.15/compute unit-hour","features":["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)","Support (1 business day response time)","Single AZ, non-replicated","Google/Microsoft SSO"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"seat","amount":20,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"compute unit-hour"},"kind":"metered","amount":0.15,"currency":"USD"},{"per":{"qty":1,"unit":"GB/month"},"kind":"metered","amount":0.1,"currency":"USD"}],"description":"Small teams getting started with Rill Cloud","contactSales":false,"includedLimits":{"seats":"20","projects":"3","api_calls":"2,500/seat/month","agentic_analytics_tokens":"1M/seat/month","managed_database_storage":"10GB"}},{"free":false,"name":"Growth","summary":"$30/seat/month + $500/month embedded + $0.20/compute unit-hour","features":["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)","Support (6 hour response time, 24/7/365)","Multi-AZ, replicated","Google/Microsoft SSO, Okta, SAML, Custom IdP","Custom branding and white-labeling","VPC Peering/PrivateLink","Committed Use Discounts"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"seat","amount":30,"period":"month","currency":"USD"},{"kind":"fixed","amount":500,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"compute unit-hour"},"kind":"metered","amount":0.2,"currency":"USD"},{"per":{"qty":1,"unit":"GB/month"},"kind":"metered","amount":0.2,"currency":"USD"}],"description":"Teams scaling internal and embedded analytics","contactSales":false,"includedLimits":{"seats":"100","projects":"10","api_calls":"5,000/seat/month + 500/embedded seat/month","embedded_seats_fee":"$500/month for up to 100 active seats","agentic_analytics_tokens":"2M/seat/month + 200k/embedded seat/month","managed_database_storage":"1TB"}},{"free":false,"name":"Enterprise","summary":"Custom annual pricing with unlimited scale","features":["Platform access (unlimited seats)","Unlimited dashboards, reports, alerts","Embedded analytics (unlimited active seats)","Agentic analytics (custom quota)","API access (custom quota)","Support (1 hour response time, 24/7/365, uptime SLA, dedicated account manager)","Dedicated infrastructure","All Growth plan features"],"commitment":"annual","description":"Organizations needing dedicated scale and governance","contactSales":true,"includedLimits":{"seats":"unlimited","projects":"unlimited","api_calls":"custom","embedded_seats":"unlimited","support_response_time":"1 hour","agentic_analytics_tokens":"custom"}}],"summary":"From $20/seat/month. Free tier with $250 credit. Hybrid seat + usage-based pricing","currency":"USD","freeTier":true,"sourceUrl":"https://www.rilldata.com/pricing","retrievedAt":"2026-08-13T22:25:17.008Z","startingPrice":{"amount":0.1,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | no | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | mid | low |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 2 |
| release.history | `[{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/universal-sql%403.0.1","date":"2026-02-06T16:08:13Z","type":"stable","version":"@evidence-dev/universal-sql@3.0.1"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/trino%401.0.11","date":"2026-02-06T16:08:34Z","type":"stable","version":"@evidence-dev/trino@1.0.11"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/tailwind%403.1.4","date":"2026-02-06T16:08:10Z","type":"stable","version":"@evidence-dev/tailwind@3.1.4"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/sqlite%402.0.9","date":"2026-02-06T16:08:52Z","type":"stable","version":"@evidence-dev/sqlite@2.0.9"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/snowflake%401.2.4","date":"2026-02-06T16:08:25Z","type":"stable","version":"@evidence-dev/snowflake@1.2.4"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/sdk%404.0.2","date":"2026-02-06T16:08:31Z","type":"stable","version":"@evidence-dev/sdk@4.0.2"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/redshift%401.0.10","date":"2026-02-06T16:08:28Z","type":"stable","version":"@evidence-dev/redshift@1.0.10"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/preprocess%406.0.7","date":"2026-02-06T16:08:49Z","type":"stable","version":"@evidence-dev/preprocess@6.0.7"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/postgres%401.0.10","date":"2026-02-06T16:08:01Z","type":"stable","version":"@evidence-dev/postgres@1.0.10"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/mysql%401.1.6","date":"2026-02-06T16:08:07Z","type":"stable","version":"@evidence-dev/mysql@1.1.6"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/mssql%401.1.4","date":"2026-02-06T16:07:58Z","type":"stable","version":"@evidence-dev/mssql@1.1.4"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/motherduck%401.0.6","date":"2026-02-06T16:08:40Z","type":"stable","version":"@evidence-dev/motherduck@1.0.6"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/evidence%4040.1.8","date":"2026-02-06T16:08:58Z","type":"stable","version":"@evidence-dev/evidence@40.1.8"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/duckdb%402.0.1","date":"2026-02-06T16:08:16Z","type":"stable","version":"@evidence-dev/duckdb@2.0.1"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/db-commons%401.1.1","date":"2026-02-06T16:08:19Z","type":"stable","version":"@evidence-dev/db-commons@1.1.1"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/databricks%401.0.10","date":"2026-02-06T16:08:46Z","type":"stable","version":"@evidence-dev/databricks@1.0.10"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/csv%401.0.16","date":"2026-02-06T16:08:55Z","type":"stable","version":"@evidence-dev/csv@1.0.16"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/core-components%405.4.2","date":"2026-02-06T16:08:37Z","type":"stable","version":"@evidence-dev/core-components@5.4.2"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/components%403.5.56","date":"2026-02-06T16:08:43Z","type":"stable","version":"@evidence-dev/components@3.5.56"},{"url":"https://github.com/evidence-dev/evidence/releases/tag/%40evidence-dev/component-utilities%404.0.13","date":"2026-02-06T16:08:22Z","type":"stable","version":"@evidence-dev/component-utilities@4.0.13"}]` | `[{"url":"https://github.com/rilldata/rill/releases/tag/v0.89.2","date":"2026-08-26T09:44:37Z","type":"stable","version":"v0.89.2"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.89.1","date":"2026-08-25T06:38:30Z","type":"stable","version":"v0.89.1"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.89.0","date":"2026-08-20T10:25:27Z","type":"stable","version":"v0.89.0"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.88.6","date":"2026-08-03T10:45:54Z","type":"stable","version":"v0.88.6"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.88.5","date":"2026-07-29T17:11:07Z","type":"stable","version":"v0.88.5"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.88.4","date":"2026-07-24T13:41:07Z","type":"stable","version":"v0.88.4"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.88.3","date":"2026-07-23T15:08:35Z","type":"stable","version":"v0.88.3"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.88.2","date":"2026-07-22T12:58:43Z","type":"stable","version":"v0.88.2"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.88.1","date":"2026-07-17T12:05:09Z","type":"stable","version":"v0.88.1"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.88.0","date":"2026-07-16T10:30:46Z","type":"stable","version":"v0.88.0"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.87.8","date":"2026-07-03T09:07:25Z","type":"stable","version":"v0.87.8"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.87.7","date":"2026-06-26T13:43:32Z","type":"stable","version":"v0.87.7"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.87.6","date":"2026-06-25T14:41:47Z","type":"stable","version":"v0.87.6"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.87.5","date":"2026-06-25T10:08:24Z","type":"stable","version":"v0.87.5"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.87.4","date":"2026-06-22T15:48:57Z","type":"stable","version":"v0.87.4"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.87.3","date":"2026-06-22T11:41:41Z","type":"stable","version":"v0.87.3"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.87.2","date":"2026-06-15T13:08:30Z","type":"stable","version":"v0.87.2"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.87.1","date":"2026-06-12T13:09:42Z","type":"stable","version":"v0.87.1"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.87.0","date":"2026-06-11T13:01:33Z","type":"stable","version":"v0.87.0"},{"url":"https://github.com/rilldata/rill/releases/tag/v0.86.6","date":"2026-05-25T10:03:44Z","type":"stable","version":"v0.86.6"}]` |
| reliability.status_page | - | yes |
| security.disclosure_policy | yes | - |
| security.soc2 | yes | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=openvsx&package_name=Evidence%2Fevidence-vscode&per_page=100","last_12m":0,"max_severity":null}` | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Frilldata%2Frill&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (BI Software)

| Capability | Evidence | Rill |
|---|:--:|:--:|
| **Core** |  |  |
| BI paradigm | Governed dashboards | Semantic layer |
| Semantic / modelling layer | Built-in | Built-in |
| **Engine** |  |  |
| Warehouse-native (SQL push-down) | ✓ | ✓ |
| **Deployment** |  |  |
| Self-hostable / OSS core | ✓ | ✓ |
| Managed cloud available | ✓ | ✓ |
| **Intelligence** |  |  |
| Natural-language query / AI copilot | ✓ | ✓ |
| **Delivery** |  |  |
| Embedded / white-label analytics | ✓ | ✓ |
| Scheduled reports / alerting | - | ✓ |
| **Governance** |  |  |
| Row-level security & SSO/SAML | ✓ | ✓ |
| **Commercial** |  |  |
| Per-seat pricing published | ✓ | ✓ |
| Free tier / free desktop | ✗ | ✓ |
| **Ecosystem** |  |  |
| dbt-native integration | - | - |
| Data-source connector breadth | Multiple data sources including BigQuery, Google Sheets, PostgreSQL, APIs | SQL databases, S3, Google Cloud Storage, and 20+ connectors |

*Source: Vioscale. Generated 2026-09-01T17:24:48.465Z. "-" = undocumented, not absent.*