Sayari World Model MCP — Standards-Based AI Access to Commercial Risk Intelligence
The intelligence layer
your AI has been missing.
Your models are only as good as the data they reason over. The Sayari World Model MCP gives your AI direct access to the most comprehensive model of global commerce ever built — resolved, connected, and sourced — through a single integration.
The engine between the Sayari Commercial World Model and any consuming AI agent or analyst workflow.
A decade of tradecraft,
queried at machine speed.
Petabytes of primary source documents. Structured commercial records from 250+ jurisdictions. A resolved knowledge graph of 1.5B+ entities. Three layers, queried in parallel, returning one answer with confidence and provenance.
Raw Source Documents
Court records, incorporation filings, beneficial ownership declarations, bills of lading. Primary sources in their original form: multilingual, unstructured, and dense with signals that structured data cannot capture.
Real-World Structured Data
The world’s commercial registries, trade records, and officer filings, collected, structured, and mapped to Sayari’s commercial ontology. Every record preserved in its collected form before resolution is applied.
Connected Knowledge Graph
The fully resolved model of global commercial structure. Built on deterministic and probabilistic paths that are continuously refined and self-correcting. Every assertion challenged before it reaches you.
Your AI, finally working at the level you expected.
Most AI tools return data and leave the reasoning to your analyst. The World Model MCP adds a judgment layer that assesses every response before it reaches your team. Not a data dump, an answer.
More complete pictures, automatically.
Ownership chains, subsidiary relationships, cross-border connections: the research that takes analysts hours to assemble manually is surfaced in every response. Your team spends time on judgment calls, not legwork.
Answers your team can stand behind.
Every response includes what was found, how it was connected, and how confident the system is. When a finding requires human review, it’s clearly flagged. Your analysts know what to act on and what to escalate.
Verified, not just generated.
Every assertion is challenged before it surfaces. Entity resolutions are checked against source records. Confidence is stated, not assumed. Gaps are exposed as gaps.
Ready for today. Built for where you’re going.
Connects to the AI tools you already use. One integration, immediate value. As your organization moves toward more automated workflows, Sayari MCP is already there, embedded in your stack.
What’s behind the World Model MCP isn’t a database.
It’s eleven years of judgment about how global commerce actually works. Knowing which sources matter in which jurisdictions, how multi-layer beneficial ownership is traced across borders, and where to look when the obvious data sources go dark.
When your organization asks “does this counterparty have sanctions exposure through its ownership chain?” Sayari is traversing jurisdictions, holding companies, and flagged beneficial owners, with each step traced back to the original record. That’s what holds up in an audit. That’s what stands behind a board-level risk decision.
Self-repair is a guiding architectural principle across the entire Sayari stack. Sideconductor evaluates resolution quality in real time, flagging low-confidence assertions before they surface.
The graph corrects itself continuously — entity resolution, enrichment, and source coverage improve without manual intervention.
The value to the customer compounds with use: the value comes not from perfect data but from the quality of the error-correction mechanism.
One protocol. Your existing stack.
The MCP integration delivers the World Model’s intelligence directly into your AI workflows — your agents, your models, your pipelines. No new UI to adopt. No platform to migrate to. Every response is sourced, and every entity links back to the primary documents that support it.
One connection. No ongoing maintenance. Your IT team connects Sayari MCP once. Everything after that runs automatically behind every query your team submits.
Not ready for MCP yet?
We meet you where you are. Ask about our REST API — the same World Model intelligence, delivered through a familiar interface your team can integrate today.
See the difference on your entities.
Show us the companies your team is actively reviewing. We’ll show you what Sayari MCP returns — and what your analysts are currently doing manually to get there.