# Evidence vs Sigma Computing

| Attribute | Evidence | Sigma Computing |
|---|---|---|
| **vioscaleAI score** | 49.7 (75% (high)) | 57.7 (33% (low)) |
| activity.commits_last_30d | 57 | - |
| adoption.dependent_repos | 0 | - |
| adoption.github_stars | 7,023 | - |
| content.faq | `[{"answer":"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. It is indexed under BI Software.","source":"https://evidence.dev/pricing","question":"What is Evidence?","confidence":0.6},{"answer":"Evidence is a paid product; published pricing starts at $15 per user per month. It is sold across 3 plans (Team, Pro and Enterprise). There is no free tier. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://evidence.dev/pricing","question":"How much does Evidence cost?","confidence":0.6},{"answer":"Evidence supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://evidence.dev/pricing","question":"What platforms does Evidence support?","confidence":0.6},{"answer":"Yes. Evidence can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://evidence.dev/pricing","question":"Can Evidence be self-hosted?","confidence":0.6},{"answer":"We have confirmed 4 integrations for Evidence, including BigQuery, Google Sheets, PostgreSQL and JavaScript APIs. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://evidence.dev/pricing","question":"What does Evidence integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 for Evidence. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Evidence not holding them. Always confirm compliance directly before you rely on it.","source":"https://evidence.dev/","question":"What security certifications does Evidence have?","confidence":0.48},{"answer":"Yes. Evidence is published under the MIT licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/evidence-dev/evidence","question":"Is Evidence open source?","confidence":0.95}]` | `[{"answer":"A cloud-native platform that enables teams to build analytics applications, interactive dashboards, and AI agents directly on data warehouse data, with built-in governance, audit trails, and warehouse-native execution. It is indexed under BI Software.","source":"https://www.sigmacomputing.com/","question":"What is Sigma Computing?","confidence":0.6},{"answer":"Sigma Computing supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.sigmacomputing.com/","question":"What platforms does Sigma Computing support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Sigma Computing, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.sigmacomputing.com/","question":"Can Sigma Computing be self-hosted?","confidence":0.6},{"answer":"We have confirmed 7 integrations for Sigma Computing, including AWS, Amazon Redshift, Snowflake, Glean, Slack, Jira and Anthropic. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.sigmacomputing.com/","question":"What does Sigma Computing integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Sigma Computing. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Sigma Computing not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.sigmacomputing.com/blog/embedded-analytics-vs-compliance","question":"What security certifications does Sigma Computing have?","confidence":0.7},{"answer":"Sigma Computing is available worldwide. The vendor is headquartered in the United States.","source":"https://www.sigmacomputing.com/blog/pricing-sensitivity-dashboards","question":"Where is Sigma Computing available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | 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. | A cloud-native platform that enables teams to build analytics applications, interactive dashboards, and AI agents directly on data warehouse data, with built-in governance, audit trails, and warehouse-native execution. |
| features.capabilities | `{"nlq_ai":true,"hosting":"both","rls_sso":true,"paradigm":"governed_dashboards","free_tier":true,"api_access":true,"dbt_native":true,"sql_editor":true,"data_modeling":true,"managed_cloud":true,"self_hostable":true,"git_versioning":true,"semantic_layer":"built_in","visualizations":true,"warehouse_native":true,"connector_breadth":"Multiple data sources including BigQuery, Google Sheets, PostgreSQL, APIs","scheduled_reports":true,"embedded_analytics":true,"transparent_pricing":true,"self_serve_dashboards":true}` | `{"nlq_ai":true,"hosting":"cloud","rls_sso":true,"paradigm":"notebook","free_tier":false,"api_access":true,"dbt_native":false,"managed_cloud":true,"self_hostable":false,"visualizations":true,"warehouse_native":true,"connector_breadth":"Cloud data warehouses (AWS Redshift, Snowflake) with external system integration","scheduled_reports":false,"embedded_analytics":true,"transparent_pricing":false,"self_serve_dashboards":true}` |
| integrations.count | 14 | 7 |
| integrations.list | `[{"name":"BigQuery"},{"name":"Google Sheets"},{"name":"PostgreSQL"},{"name":"JavaScript APIs"},{"name":"Slack","native":true,"category":"chat","direction":"bidirectional"},{"name":"ChatGPT","native":true,"category":"ai","direction":"outbound"},{"name":"Claude Desktop","native":true,"category":"ai","direction":"outbound"},{"name":"Snowflake","native":true,"category":"data_warehouse","direction":"bidirectional"},{"name":"Databricks","native":true,"category":"data_warehouse","direction":"bidirectional"},{"name":"Microsoft Fabric","native":true,"category":"data_warehouse","direction":"bidirectional"},{"name":"dbt","native":true,"category":"data_transformation","direction":"bidirectional"},{"name":"GitHub Enterprise","native":true,"category":"version_control","direction":"bidirectional"},{"name":"Datadog","native":true,"category":"monitoring","direction":"outbound"},{"name":"Sentry","native":true,"category":"monitoring","direction":"outbound"},{"name":"AWS Bedrock","native":true,"category":"ai","direction":"outbound"},{"name":"Vertex AI","native":true,"category":"ai","direction":"outbound"},{"name":"Azure AI Foundry","native":true,"category":"ai","direction":"outbound"}]` | `[{"name":"AWS"},{"name":"Amazon Redshift"},{"name":"Snowflake"},{"name":"AWS Marketplace"},{"name":"Glean","native":true,"direction":"bidirectional"},{"name":"Slack","direction":"inbound"},{"name":"Jira","direction":"inbound"},{"name":"Anthropic","direction":"inbound"},{"name":"ChatGPT Work","native":true,"category":"ai","direction":"outbound"},{"name":"Codex","native":true,"category":"ai","direction":"outbound"},{"name":"PowerPoint","native":true,"category":"documents","direction":"outbound"},{"name":"Databricks","native":true,"category":"data_warehouse","direction":"bidirectional"},{"name":"ClickHouse","native":true,"category":"data_warehouse","direction":"bidirectional"},{"name":"Google Cloud","native":true,"category":"cloud","direction":"bidirectional"}]` |
| language.primary | TypeScript | - |
| license.spdx | MIT | - |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":false,"name":"Team","summary":"$2,500/month, flat rate for unlimited users and projects","features":["Unlimited users","Unlimited projects","Analytics Agent","Slack bot and MCP support","Private Slack or Teams support","20K AI credits","Native warehouse support","Evidence Warehouse","Usage analytics","Data export and PDF export","Scheduled emails","Single Sign On (SSO) with OIDC & SAML","Log in with Google","User groups","Table-level access controls"],"commitment":"monthly","components":[{"kind":"fixed","amount":2500,"period":"month","currency":"USD"}],"description":"Collaborative analytics with AI agents for teams","contactSales":false,"includedLimits":{"users":"Unlimited","projects":"Unlimited","ai_credits":"20K/month"}},{"free":false,"name":"Custom","summary":"Custom pricing based on enterprise requirements","features":["Everything in Team plan","Row-level access rules","Embedding and white-labelling","Custom AI credit allocation","Bring your own AI keys","Custom infrastructure deployment","SOC 2 report and DPA","Dedicated training and support"],"description":"Enterprise deployment with advanced security and customization options","contactSales":true}],"addOns":[{"name":"Additional AI credits","components":[{"per":{"qty":1,"unit":"credit"},"kind":"metered","amount":0.01,"currency":"USD"}]}],"summary":"$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.","currency":"USD","freeTier":true,"sourceUrl":"https://evidence.dev/pricing","retrievedAt":"2026-09-14T13:18:57.724Z","freeTrialDays":30,"startingPrice":{"amount":2500,"period":"month","currency":"USD"},"billingPeriods":["month"]}` | - |
| pricing.free_tier | yes | - |
| pricing.model | open_source | commercial |
| pricing.price_level | free | - |
| pricing.starting_price | `{"amount":2500,"currency":"USD"}` | - |
| pricing.transparent | yes | - |
| 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"}]` | - |
| reliability.status_page | - | yes |
| security.certifications | `[{"name":"SOC 2","status":"active"}]` | - |
| security.disclosure_policy | yes | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.iso27001 | - | yes |
| security.soc2 | yes | yes |
| security.trust_center | - | https://www.sigmacomputing.com/blog/pci-dss-compliance |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fevidence-dev%2Fevidence&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (BI Software)

| Capability | Evidence | Sigma Computing |
|---|:--:|:--:|
| **Core** |  |  |
| BI paradigm | Governed dashboards | Notebook |
| Semantic / modelling layer | 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 | Cloud data warehouses (AWS Redshift, Snowflake) with external system integration |

*Source: vioscaleAI. Generated 2026-10-16T20:10:18.790Z. "-" = undocumented, not absent.*