Agentic AI Pipeline: How Our Multi-Agent System Works
Autonomous workflows that transform raw news into structured risk intelligence
🤖 What Makes Our Pipeline "Agentic"?
Unlike traditional rule-based systems, our pipeline uses autonomous AI agents that can reason, analyze, and execute complex multi-step tasks without human intervention. Each agent specializes in a specific function—collection, resolution, analysis, deduplication—and they collaborate to produce high-precision risk profiles.
The Multi-Agent Workflow
Our system orchestrates five specialized AI agents that work together in sequence, each building on the output of the previous stage:
Collection Agent
Autonomous data discovery and ingestion
This agent continuously crawls 9,000+ global news sources—monitoring articles daily across 25+ languages. Using intelligent source prioritization and content filtering, it identifies potentially risk-relevant content before deeper processing.
Insight Extraction Agent
Structured graph data generation
Transforms unstructured text into structured knowledge graphs. It identifies entities (people, companies) and maps their relationships to reported activities, creating a web of connections from raw text.
Risk Analysis Agent
Contextual risk assessment
Evaluates the extracted insights to determine risk relevance. It classifies the nature of the risk (e.g., fraud, money laundering) and links specific entities to verified risk events, discarding false positives.
Event Resolution Agent
Event-centric deduplication
The core of our precision. Instead of just merging names, we merge events. 50 articles about the same bribery case? Merged into one event cluster. The same person involved in a new, separate fraud case? Created as a new distinct risk entry.
Timeline Construction Agent
Lifecycle tracking of risk events
Tracks the status of a specific event over time as new information emerges. It builds a chronological lifecycle for each risk: from Accusation → Arrest → Bail → Conviction.
Structured Risk Profile
Clean JSON output ready for your compliance workflows
🚀 Ready to Integrate?
All of this processed intelligence is available through our RESTful JSON API. Search by name, entity type, date of birth, or country to retrieve structured risk profiles ready for integration into your compliance workflows.