About
Sayari provides what it calls 'judgment infrastructure' — a fusion of the world's most comprehensive commercial entity database with formalized investigative tradecraft and AI-powered reasoning. Unlike generic AI tools that return confident-sounding but unverifiable answers, Sayari grounds every output in 1.5B+ resolved entities sourced from petabytes of primary documents across 250+ jurisdictions, updated continuously. At its core is the Sayari Commercial World Model, a structured representation of global commerce that generic AI simply does not have access to. On top of this sits a tradecraft layer — reasoning patterns drawn from thousands of real financial crime and supply chain investigations — that both trains the AI and evaluates its performance. The Superconductor evaluation platform then scores every output before deployment, ensuring quality is built in, not bolted on. Key use cases include third-party risk management (TPRM), KYC and beneficial ownership resolution, anti-money laundering (AML), forced labor supply chain screening, export controls and sanctions compliance, and threat finance analysis. Sayari serves industries including financial services, energy, technology, manufacturing, electronics, aerospace and defense, automotive, and government agencies. Products include the Sayari Graph and Graph + Map for entity network visualization, Signal for MCP-based intelligence, and the Superconductor platform for AI evaluation. Sayari is trusted by regulators, financial institutions, and enterprises where being wrong is not an option.
Key Features
- Commercial World Model: A structured database of 1.5B+ resolved entities across 250+ jurisdictions, continuously updated from petabytes of primary source documents — the data foundation no generic AI has access to.
- Formalized Investigative Tradecraft: AI trained on reasoning patterns from thousands of real financial crime and supply chain investigations, with failure modes and judgment criteria baked into both training and evaluation.
- Superconductor Evaluation Platform: An evaluation infrastructure that scores every AI output against tradecraft standards before deployment, ensuring quality and explainability at scale.
- Graph & Map Visualization: Visual network tools (Graph and Graph + Map) that let analysts trace hidden ownership structures, shell company layers, and supply chain nodes across jurisdictions.
- MCP-Powered Signal Intelligence: A beta MCP (Model Context Protocol) integration called Signal that brings Sayari's commercial intelligence into AI agent workflows and developer pipelines via API.
Use Cases
- Screening third-party vendors and suppliers for sanctions exposure, forced labor risks, and hidden beneficial ownership across multi-tier global supply chains.
- Conducting KYC and AML investigations by tracing entity networks through shell companies, nominee directors, and layered ownership structures across 250+ jurisdictions.
- Supporting government agencies in export controls enforcement, threat finance analysis, counternarcotics investigations, and critical infrastructure protection.
- Helping financial institutions meet regulatory compliance requirements with fully auditable, explainable AI outputs that can be presented to regulators.
- Enabling enterprises in aerospace, electronics, and manufacturing to map their supply chains to source and identify exposure to sanctioned regions or restricted entities.
Pros
- Explainable, auditable AI outputs: Every result is scored, sourced, and traceable — critical for regulatory compliance, audit trails, and defending decisions to regulators or counterparties.
- Unmatched entity coverage: 1.5B+ entities across 250+ jurisdictions built from a decade of primary document ingestion, far exceeding what generic AI or most commercial databases offer.
- Purpose-built for high-stakes domains: Designed specifically for financial crime, sanctions, supply chain risk, and economic security — not a general-purpose tool retrofitted for compliance.
- Scales without sacrificing accuracy: The judgment infrastructure is architected to perform consistently from a single query to millions, making it viable for enterprise-scale screening programs.
Cons
- Enterprise pricing with no self-serve tier: Sayari is positioned as an enterprise solution with no publicly listed pricing or free trial, making it inaccessible for smaller teams or individuals exploring the tool.
- Steep onboarding curve: The depth of the platform — ontology, tradecraft layers, evaluation infrastructure — requires significant time and expertise to fully leverage without dedicated support.
- Specialized use case: Sayari is purpose-built for risk, compliance, and economic security professionals; it is not a general-purpose AI or analytics tool for broader business intelligence needs.
Frequently Asked Questions
What makes Sayari different from generic AI tools for risk analysis?
Generic AI produces confident answers that can't be verified or explained to a regulator. Sayari grounds every output in its Commercial World Model (1.5B+ entities, 250+ jurisdictions) and formalized investigative tradecraft, so every result is scored, sourced, and explainable — critical when the cost of being wrong is an audit, penalty, or headline.
What is the Sayari Commercial World Model?
It's the most comprehensive structured model of global commerce ever built — 1.5B+ resolved entities across 250+ jurisdictions, sourced from petabytes of primary documents and continuously updated. It forms the data foundation that powers all of Sayari's AI reasoning.
What compliance and risk use cases does Sayari support?
Sayari supports third-party risk management (TPRM), KYC and beneficial ownership resolution, anti-money laundering (AML), forced labor supply chain screening, export controls and sanctions compliance, and government use cases including threat finance, trade enforcement, and counternarcotics.
What is Sayari Superconductor?
Superconductor is Sayari's evaluation infrastructure that scores every AI output against tradecraft standards before deployment. It ensures that quality is baked into the system rather than bolted on after the fact, maintaining consistent performance at scale.
Does Sayari offer an API or developer integration?
Yes. Sayari offers an API and has a beta MCP (Model Context Protocol) integration called Signal, which allows developers and AI agent workflows to access Sayari's commercial intelligence programmatically.
