| What it does | Semantic context layer that helps AI agents understand your business data accurately
| In-product AI assistant that answers from your documentation and acts as the signed-in user
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| Stage | MVP
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| Freemium
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| Pricing | Not given
| Free trial: 14 days, no credit card required. AI Adopter: $29/month (beta price, regularly $79/month), includes 1,500 monthly credits. AI Pilot: $99/month (beta price, regularly $299/month), includes 6,000 monthly credits plus SSO, whitelabel, custom domain, and audit log export. Hosted MCP Endpoint
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| Key features | - Connects to 15+ data systems including Snowflake, Databricks, BigQuery, Redshift, dbt, Airflow, Tableau, Looker, Power BI and Postgres
- Extracts structural metadata including databases, schemas, tables, views, columns and relationship lineage
- Provides Web-UI, MCP server and REST APIs for accessing semantic context
- Automatic incremental updates with configurable sync schedules from on-demand to daily or weekly
- Role-level access controls and data classifications including PII, PHI and SPII
- Only reads metadata without accessing or moving actual data from systems
- Integrates with quality monitoring tools including Monte Carlo, Anomalo and Bigeye
| - Build MCP: Convert OpenAPI or GraphQL APIs to hosted MCP servers
- CMD+K Widget: Embeddable in-product chat assistant with one script tag
- Tool calling and action execution as signed-in user
- Knowledge base with citations
- OAuth 2.1 authentication gateway
- Direct Stripe meter event forwarding
- Per-user spend caps with auto-suspend
- Whitelabel branding
- SAML SSO and audit log export
- Custom domain support
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| What makes it different | - Eliminates confident AI mistakes by grounding agents in semantic context instead of having them guess from table names
- Reduces AI token costs and speeds up answers by resolving schema and joins once upstream instead of in each agent query
- Ensures consistent answers across all agents and teams using the same definitions and business logic
- Provides complete traceability and auditability of AI decisions with documented context and ownership
| - Acts as the signed-in user to complete real tasks, not just answer questions
- Five-minute setup with one script tag, no complex agent design required
- Prepaid billing with no per-resolution charges or metered overage
- Direct control of customer relationship and billing through your own Stripe account
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| Free plan | Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 9 ▲ +1 (up) since last check | 1 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 1 | 1 |
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| Citation Flow (Majestic) | 24 | 19 |
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| Referring domains (Majestic) | 29 | 26 |
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Kanlet
Command+K