Agentic Middleware · Graphyte Technology
Give AI agents intelligence you can trust.
Use Quantifind's purpose-built agents or connect your own. Graphyte™ Agentic Middleware provides the trusted risk intelligence behind every decision- resolving entities, uncovering relationships, and delivering relevant risk signals with supporting evidence.
60+
AI and machine learning models for risk intelligence
2M+
entities evaluated in large-scale agentic deployments
90%
of cases resolved automatically*
*results from large-scale agentic deployment
96%
precision in escalated matches*
*results from large-scale agentic deployment
the problem
Access to data isn’t enough to make agents effective.
Agents need to distinguish similarly named entities, connect relationships, and separate relevant risk from noise. When those tasks depend on fragmented information, agents can carry incomplete or misattributed findings into downstream decisions.
the fix
Graphyte™ Agentic Middleware transforms fragmented data into trusted, actionable risk intelligence. By resolving identities, connecting relationships, and identifying relevant risk with supporting evidence, it gives your agents the context they need to make more accurate, defensible decisions.
the building blocks
The intelligence behind better agentic decisions.
The technology stack that turns fragmented data into trusted, risk-ready intelligence.
Entity Resolution
Resolve identities across fragmented internal and external data.
Name Science™
Understand names across cultures, languages, and variations.
Risk Typologies
Apply 60+ AI and machine learning models to identify and contextualize relevant risk signals.
Network Intelligence
Reveal relationships, ownership structures, and hidden exposure across people, organizations, counterparties, and transactions.
AI-Driven Signal Extraction
Turn complex data into actionable risk intelligence.
Governance by Design
Support explainability, oversight, and audit-ready outcomes.
How it works
From fragmented data to trusted decisions.
Connect and Enrich Data
Bring internal customer, counterparty, and transaction records together with external watchlists, news, corporate information, and third-party sources.
Resolve Entities and Identify Risk
Apply Name Science™, AI-native entity resolution, network intelligence, and risk typologies to connect relevant records, uncover relationships, and extract explainable risk signals.
Deliver Intelligence to Your Agents and Systems
Make findings and supporting evidence available through APIs, MCP connectivity, and native integrations for customer-built agents, Quantifind solutions, and existing operational workflows.
Support Decisions with Traceable Evidence
Provide source attribution and audit-ready documentation so teams can review findings, understand the basis for recommendations, and maintain oversight of AI-supported decisions.
The benefits
Make your agents more effective. Keep their decisions explainable.
Ground agents in accurate risk intelligence
Name Science™ and AI-native entity resolution connect findings to the right people and organizations, while network intelligence and risk typologies provide relevant context.
Bring intelligence into your existing environment
Connect customer-built agents, case management platforms, and operational systems through APIs, MCP connectivity, and native integrations.
Strengthen AI governance and oversight
Source-traceable findings and supporting documentation help teams review the intelligence behind agent recommendations and maintain human oversight.
Use one intelligence foundation across workflows
Apply consistent entity, relationship, and risk intelligence across KYC, sanctions, investigations, payments, and third-party risk.
Preserve flexibility as your AI strategy evolves
Keep a reusable intelligence foundation as your choice of models, agents, and workflow tools changes.
In the platform
One intelligence layer.
Any agent. Any workflow.
Graphyte makes trusted intelligence available across Quantifind solutions, customer-built agents, case management platforms, and more. Use Quantifind agents or bring your own. Either way, Graphyte provides the intelligence foundation behind more accurate, explainable, and governed AI-powered decisions.
Frequently asked questions
Agentic Middleware, answered.
What is agentic middleware?
Agentic middleware is an intelligence layer that connects enterprise data with AI agents and automated workflows. Quantifind’s Agentic Middleware transforms fragmented information into verified entities, contextual risk signals, and explainable intelligence that agents, analysts, and systems can use.
How is agentic middleware different from an AI agent?
An AI agent performs tasks or takes actions. Agentic middleware supplies the trusted intelligence those agents need to operate accurately and consistently. This allows organizations to use Quantifind intelligence with their own agents, models, and workflow technologies.
Can Agentic Middleware work with our existing AI agents?
Yes. Quantifind delivers intelligence through APIs, MCP connectivity, and native integrations so it can support customer-built agents, Quantifind solutions, case management platforms, and other operational workflows.
How does Agentic Middleware support AI governance?
Agentic Middleware is designed to support transparency, auditability, human oversight, regulatory expectations, and model governance. Recommendations can be supported with evidence, governance controls, and audit-ready documentation.
Does Quantifind require us to replace our existing systems?
No. Quantifind’s Agentic Middleware is designed to integrate with existing data sources, technology stacks, workflow agents, and operational systems without requiring rip-and-replace modernization.
