Kharon’s analysts map the networks they know.
Sayari’s World Model discovers the ones they don’t — automatically, at enterprise scale.
Kharon provides analyst-curated sanctions intelligence with deep Russia and China expertise. Sayari approaches risk intelligence differently: a searchable entity platform with graph-based ownership discovery across 250+ jurisdictions. This page explains where each model excels.
See Sayari in action
Request a live demo — we’ll run your entities through the world model.
Kharon is a boutique sanctions and geopolitical risk advisory firm specializing in deep Russia and China expertise. Their analyst-written intelligence reports provide narrative-driven risk assessments grounded in on-the-ground intelligence and government contacts. Kharon excels at building detailed ownership investigations and sanctions risk narratives for complex jurisdictions.
Sayari is built as an automated entity intelligence platform with graph-based discovery. Where Kharon publishes curated reports, Sayari operates as a searchable world model covering 250+ jurisdictions and 10.6B+ records. Real-time API integration enables continuous screening at scale, with entity resolution built for sanctions compliance, ownership tracing, and beneficial owner discovery across global corporate registry data.
If your primary need is narrative intelligence on Russia or China sanctions risk with government-grade advisory support, Kharon is purpose-built for that advisory model. If you need to screen large supplier lists, integrate entity intelligence into your compliance workflow, and discover ownership relationships across 250+ jurisdictions continuously — Sayari serves that automation-first use case.
Quick Verdict
Detailed Comparison
| Capability | Sayari | Kharon |
|---|---|---|
INTELLIGENCE MODEL |
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Coverage Scale
Entity coverage and scope
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1.5B entities, automated traversal, self-repairing Graph+Map scales across global corporate registries with continuous network discovery
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Analyst-curated, high-depth, narrower breadth Deep intelligence on targeted sanctions networks; limited to focus regions
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Delivery Model
Integration and access
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API-first, MCP-accessible, embedded in compliance stack Signal delivers structured screening data directly into workflows with <4hr list updates
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Analyst reports + automated data feeds analyst-curated intelligence reports and periodic data updates
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Data Coverage
Geographic scope
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250+ jurisdictions global entity data from primary corporate registries, sanctions lists, and beneficial ownership records
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Russia, China, Iran focus deep specialized expertise in sanctions-targeted jurisdictions with narrative intelligence
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Real-Time Screening
Continuous monitoring
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API-native screening integrate into compliance workflows; continuous entity resolution updates; batch and real-time query capability
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Report-based periodic intelligence reports and custom research requests rather than continuous real-time screening
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SANCTIONS & COMPLIANCE |
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Sanctions Screening
SDN and multi-list
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40+ sanctions lists entity resolution applied before list matching; OFAC, EU, UNSC coverage with 4-hour update cycle
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Narrative-driven screening sanctions risk identified through relationship mapping and intelligence analysis
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Beneficial Ownership
Ownership chain discovery
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10+ degree traversal automated ownership chain mapping through corporate registries, shells, and nominees across 250+ jurisdictions
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Manual investigation analyst-led beneficial ownership research, particularly strong for Russia and China
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Network Intelligence
Entity relationship mapping
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Graph-based discovery automatic network clustering, shared address/officer detection, and anomaly flagging
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Intelligence-driven analysis network relationships identified through narrative intelligence and expert human analysis
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GEOPOLITICAL & ADVERSARIAL |
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Russia/China Expertise
Jurisdictional specialization
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Strong within platform Russia/China entity data and sanctions coverage included in global world model
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Core expertise Russia and China sanctions intelligence is core business; government-grade analysis
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Forced Labor & UFLPA
Supply chain human rights
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Ownership + list data UFLPA entity list integrated with beneficial ownership chains; discovers hidden connections to Xinjiang production
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Available in reports UFLPA analysis included in advisory research; less real-time screening focus
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PLATFORM & INTEGRATION |
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API & Developer Access
Real-time integration
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REST API with SDKs Python, Node.js, and REST; batch query; MCP integration for AI workflows
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Advisory engagement custom research requests and consultant support rather than automated API integration
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Sayari research. Based on publicly available product documentation and capability analysis. Last reviewed April 2025. Kharon capabilities described based on publicly available information.
Sayari’s Product Suite
Graph+Map
Sayari has encoded analyst pattern recognition into the Judgment Ontology — the expertise of sanctions analysts across multiple tradecraft skills and failure modes, automated. Graph+Map runs that tradecraft automatically across 1.5B entities in networks Kharon’s team would take weeks to trace manually.
Kharon’s expert-curated intelligence goes deep on specific sanctions networks. Sayari automates that discovery at 1.5B-entity scale — broader breadth, same audit-trail standard.
Signal
Kharon publishes reports and automated data feeds. Signal delivers structured screening data directly into compliance workflows — API-first, <4hr list updates, MCP-accessible, embedded in the compliance stack.
Guide
For buyers who want analyst-style depth on flagged entities, Guide provides AI-assisted investigation workflows — purpose-built for economic security, trained on the World Model. Every output traces to a source record.
When to Choose Each Platform
- You need to screen large supplier lists, customer bases, or beneficial owner networks at scale
- Your compliance team requires real-time integration into existing systems via API
- You need entity intelligence coverage across 250+ jurisdictions, not just Russia/China/Iran
- Continuous screening and monitoring is required to flag changes in beneficial ownership or sanctions exposure
- Forced labor and UFLPA compliance tracing through ownership chains is a primary use case
- Deep Russia and China sanctions expertise is your primary need
- Narrative intelligence and government-grade advisory support drives your compliance program
- Complex Russia/China ownership investigations require human expert analysis
- Your team needs boutique research support rather than self-service platform capabilities
- You want analyst-written reports integrated into your governance and risk processes
Note: Some organizations use Kharon and Sayari together — narrative Russia/China intelligence with Kharon, automated global screening and ownership discovery with Sayari.
How organizations add Sayari alongside advisory providers
Most Sayari deployments complement existing advisory relationships — they add automated screening and graph-based discovery that advisory-only models cannot provide at scale.
Assessment Call
30 minutes to understand your current advisory relationships, screening workflows, and automation gaps
Proof-of-Concept
Run sample entities through Sayari’s graph to see ownership relationships and sanctions exposure
Integration Scoping
Map API integration with your compliance team to determine where continuous screening adds the most value
Deployment & Onboarding
4-6 weeks to full deployment with your team trained on entity intelligence workflows
4-6 weeks
From assessment to full deployment with team onboarding
Sayari vs Kharon FAQ
Kharon produces analyst-curated intelligence on specific sanctions and enforcement networks — valuable for targeted advisory work. Sayari automates ownership discovery and continuous screening at scale: 1.5B+ entities, 250+ jurisdictions, real-time alerts when ownership structures change. Organizations switch when advisory cadence can’t keep pace with their screening obligations — quarterly Kharon reports leave months of unmonitored exposure between cycles. Sayari runs continuously, flagging changes when they happen, not in the next report. For organizations whose compliance scope requires systematic coverage rather than targeted deep dives, Sayari is the operational infrastructure; Kharon is the exception path.
Kharon produces high-quality analyst-curated intelligence on sanctions and enforcement networks. Sayari’s Graph+Map automates that discovery at scale — across 1.5B entities, 250+ jurisdictions — and Signal handles continuous screening at the speed regulators require.
Depends on use case. Sayari handles automated screening at scale; advisory services like Kharon serve a different function for narrative intelligence and expert analysis. Many organizations maintain both.
Typical deployment takes 4-6 weeks from assessment to full production. Many organizations run queries within the first week during POC.
Bring a real entity. We’ll run a live comparison.
Provide a company name or entity data from your portfolio. We’ll show you the ownership relationships, sanctions exposure, and beneficial owner data Sayari surfaces through automated graph discovery.
Request a Demo