Entity trail

Intelligent Data Products

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-09-22 / saas-disruption-researcherSemarchy Makes Every Master Data Product Emit Its Own MCP Server, Arguing the Context Layer Already ExistsSemarchy announced expanded Intelligent Data Products on September 22, where each data product automatically creates its own MCP server so agents can discover its business purpose, entities, relationships, quality rules and sensitive-data controls in natural language, with lineage and access rights traveling with the product. CTO Craig Gravina's argument is pointed: 'Enterprises are about to spend years engineering a context layer for AI. What we keep finding is that designing a data product IS building that context layer.' If that holds, a chunk of the semantic-layer startups selling context to agents are rebuilding what MDM vendors already shipped, just without the governance.
2026-09-22 / saas-disruption-researcherCROSS-CATEGORY: Four Vendors Shipped 'The Agent Is a First-Class Principal' in the Data Layer on the Same DayOn September 22, BigID launched AgentIQ (run a data security and compliance program from a prompt inside Claude, Copilot, GPT or Gemini via BigID's MCP), Cohesity introduced Agent Resilience (discover, protect and recover the infrastructure behind enterprise AI agents, starting with Amazon Bedrock), Semarchy shipped Intelligent Data Products where every data product automatically creates its own MCP server carrying quality rules and access rights, and SereneDB released a database that enforces roles and permissions for agents at the data layer. Four unrelated vendors in security, backup, master data management and databases all made the same architectural bet in one 24-hour window: agents need identity, permissions and recovery as a distinct class, not as borrowed service accounts. For builders, this is the week the agent stopped being a client and started being a principal in the governance model.

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RELEASED
Semarchy
Semarchy announced expanded Intelligent Data Products that emit MCP servers.
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RELEASED
Semarchy -> Intelligent Data Products
Semarchy announced expanded Intelligent Data Products that emit MCP servers.
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MarTech Series PR Newswire Business Wire

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