Skip to main content

Graph AI — AI-Powered Risk Analysis & Investigation

Graph AI

Graph AI Superagent

Ask the question.
Get the answer.

AI-native workflows built on the Sayari world model. Search, resolve, explore, incorporate, and report — without the manual work.

Query
“Who are the beneficial owners of Apex Global Holdings, and do any have sanctions exposure?”
Resolving entity → Apex Global Holdings Ltd (HK)
Done
Traversing 4-hop ownership chain
Done
Screening 12 UBOs against sanctions lists
Running
Compiling evidence & generating report
Queued
Preliminary findings
3 beneficial owners identified via Hong Kong → BVI → Cyprus chain. 1 UBO matches OFAC SDN (added 2024-11). Trade records show 14 shipments routed through sanctioned intermediary.
CAPABILITIES

Five capabilities. One workflow.

From natural language query to finished due diligence report — Sayari AI handles the full arc without switching tools.

01

Ask a question. Get a resolved entity.

Natural language search across the world model. AI handles disambiguation, attribute cleaning, and match scoring automatically.

02

Clean, merge, and disambiguate.

AI-driven entity resolution merges duplicate records and scores match confidence with full transparency. Review reasoning, not raw data.

03

Surface risk, ownership, and UBO.

Trace beneficial ownership chains, flag risk indicators, and apply disambiguation at every network level — without manual traversal.

04

Bring in external evidence.

Search open sources, screen adverse media, and enrich profiles with drag-and-drop documents. One platform, not five browser tabs.

05

Generate due diligence outputs.

AI produces entity summaries, L1 reports, and full EDD packages — sourced, formatted, and ready for review.

GRAPH AI SUPERAGENT IN ACTION

From Research to Evidence. In One Query.

See the difference between manual research workflows and AI-accelerated investigation in real time.

Manual Research
1.Search entity name in Graph database
2.Manually review 47 possible name variations and match scores
3.Trace ownership chain through corporate filings (switch tabs)
4.Cross-reference UBOs against OFAC, EU, and UN lists separately
5.Collect source documents and citations across 5+ systems
6.Compile findings and format for report (3+ hours)
Graph AI Superagent
{
“query”: “Who owns Apex Global Holdings and are they sanctioned?”
“execution_time”: “47 seconds”
“entities_resolved”: 12
“ownership_chain”: “[HK → BVI → Cyprus]”
“risk_flags”: 3,
“sanctioned_parties”: 1,
“provenance”: “100% sourced and verified”
“ready_for_report”: true
}
USER JOURNEY

Start with a question. Finish with the answer.

Ask

Natural language search across the Sayari knowledge graph. AI handles disambiguation, attribute cleaning, and match scoring.

Natural language query interface
Automatic query structure generation
Real-time match scoring

Understand

Risk assessment, shareholder mapping, and UBO traversal with disambiguation applied. Integrated OSINT, adverse media screening, and drag-and-drop document ingestion.

Ownership structure visualization
Risk indicator surfacing
Document enrichment tools

Deliver

Generative entity summaries, automated L1 reports, and full enhanced due diligence — formatted, sourced, and ready for the reviewer, not the analyst.

Automated report generation
Source attribution and provenance
Multiple output formats
BUILT FOR EVERY USE CASE

Graph AI in Action.

Sourcing and Procurement

Enter a supplier name. Sayari AI resolves the entity, maps sub-tier networks, and screens every node for forced labor, sanctions, and ESG risk.

Global Trade Compliance

Upload a supplier list. Sayari AI resolves each entity, flags trade risk indicators, identifies sanctions and export control exposure, and generates compliance documentation.

Financial Crime

Search a shell company in an offshore jurisdiction. Sayari AI traces beneficial ownership through nested structures across borders, screens against watchlists, and surfaces source records for a SAR filing.

Defense and Intelligence

Start with a single entity. Sayari AI traverses corporate ownership across jurisdictions, translates foreign-language records, and surfaces hidden connections to sanctioned parties.

Law Enforcement and Regulatory

Enter a known entity. Sayari AI maps ownership through secrecy jurisdictions, translates source documents, and maintains provenance to public records.

Risk Management and Compliance

Load a vendor list. Sayari AI resolves each entity, maps direct and indirect relationships, applies risk factors, and flags changes since the last review.

Analyst expertise, embedded in every workflow.

Request a demo using your own entity list. We’ll walk through exactly how Sayari AI handles what your current process can’t.

Resources & Insights

Recommended Resources

Case Study
Top 3 Global Technology Company
Your direct suppliers are screened. Their suppliers are not. Sayari Map made the invisible supply chain visible — at enterprise scale.
Read case study →
Blog
The KYB Automation Gap
Why manual entity research creates risk at every step — and how AI-native workflows close the gap between data access and decision speed.
Read article →
Product
Sayari Guide — Third-Party Risk Orchestration
Unified screening, monitoring, and adjudication — with AI-native workflows that connect entity intelligence to every vendor decision.
Explore Guide →
View all resources →