Credible is a semantic data platform that consolidates data definitions, metrics, joins, and analytical intent into a governed Malloy-based semantic model and serves those definitions via SQL API, REST/SDK and MCP for BI, embedded analytics, and AI agents.
Published Sep 26, 2026
The vendor indicates an early access status, suggesting earlier-stage adoption relative to competitors with established review footprints.
| Starting Price | Not publicly listed | Published tiered pricing including entry-level and enterprise options | Published tiered pricing with an object-based consumption model |
| Intended For | Teams that require Malloy-based, AI-assisted semantic modeling, MCP/agent workflows, and multi-consumer serving | Teams seeking a widely adopted semantic layer with published pricing and ecosystem integrations | Enterprises focused on semantic virtualization for BI tools with object-based consumption pricing |
| Key Strengths | Open-source foundation (Malloy); code-first workflow; AI-assisted modeling features | Published pricing and broad ecosystem; embedded/AI-ready positioning | Enterprise BI integration orientation; object-based billing model |
| Key Weaknesses | Limited public reviews and case studies; unclear security certifications; public pricing not available | Can require significant engineering investment; managed service costs may increase with usage | Perception of being an additional layer some BI users may bypass; pricing model requires semantic object counting |