Financial Services
Public Sector

AI Risk Intelligence · Public Sector

The Best Headline is the One That Never Runs.

Quantifind turns global open-source data into evidence-backed intelligence, mapping the networks behind ownership, supply chains, and economic relationships so teams can identify hidden threats before they become headline news.

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Featured Story
An oil tanker on the horizon, seen from the Danish coast across grassland, a small pond and a cottage.
The Shadow Fleet

Russia’s “shadow fleet” carries sanctioned oil through European waters, generating revenue that helps sustain the war in Ukraine. Photographed from the Danish coast, the series makes a largely hidden network of vessels, ownership and trade routes visible.

Photograph: © Julia Mejnertsen

View the book project at KULT

Mission Beyond the Product

Proven at scale. Proven at mission speed.

Quantifind’s powerful, patented processing can directly deploy to end users through an easy-to-navigate interface or plug into a customer’s own workflows and software environments.

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Read about Quantifind’s work with DIU
Who We Support

Built to serve.

The same engine, deployed the way your mission demands.

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Federal Agencies

Risk insights for procurement, vetting, and FOCI mitigation workflows across all levels of the federal government.

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Military & Defense

Critical infrastructure protection, acquisition security, and mission-relevant intelligence workflows.

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State & Local

Resource protection, transaction screening, and vendor vetting with data to support teams working at state and local levels.

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Allied Governments

Risk intelligence for allied government partners navigating cross-border threats and adversarial influence.

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Universities & Non-Profits

Donor due diligence, gift and grant vetting, and continuous monitoring for universities and nonprofits.

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Solutions

Many missions. One intelligence layer.

Every solution runs on the same Graphyte engine

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Enhanced Due Diligence

Rapidly evaluate vendors, partners, investors, or key management by resolving identities, expanding networks at scale, and surfacing mission-relevant risk indicators from noisy data.

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Intelligence & Investigations

Accelerate casework with multilingual entity resolution, automated network expansion, and explainable, evidence-backed insights that reveal patterns, relationships, and indirect risk across degrees of separation.

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Economic Defense & Resource Security

Identify foreign ownership, control, or influence by uncovering shell companies, obfuscated land ownership, layered investments, and high-risk ties that threaten critical infrastructure, resources, or other interests.

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Donor Vetting

Make informed decisions about gifts, partnerships, honorees, and vendors using best-in-class AI to map relationships across open source data and rapidly surface what a manual search would miss.

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The Alert Economy

You don’t have to choose between efficient and effective.

Legacy screening forces an impossible tradeoff. Tune for coverage, and you overwhelm your analysts with noise. Tune for efficiency, and you increase the risk of missing critical threats.

The Noise
Too many alerts that aren’t risks.
  • Similar names generate dozens of near-matches
  • Fuzzy matching sends legitimate vendors to review
  • Alert volumes grow faster than teams can investigate
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Thousands of alerts. Few that matter.
OR
The hidden Threat
Real risk that never becomes an alert.
  • Malign foreign ownership hidden layers deep
  • Bad actors disguised as legitimate organizations
  • Adverse media and relationships your screening can't see
Diagram of a hidden network connection linking entities to a concealed risk
No alert doesn't mean no risk.
The Fix

Graphyte extracts each entity, its relationships, and the risk behind them, helping you clear false positives, uncover hidden risk, and act with evidence.

See the full Picture

Data and Agents are Commoditizing. Precision Isn’t.

What separates a right answer from a confident wrong one is the layer in between — the technology that answers:

WHO the entity is

Name Science™ resolves the right person or organization across multiple languages, spellings, aliases, and transliterations. A Global Name Rarity Model adds a precision layer, identifying "Very Rare" names with an 80% probability of uniqueness in a given region while flagging "Very Common" names shared by 200+ organizations. This is the difference between preventing a crisis and blocking the mission.

HOW entities are connected

Network Graph Intelligence maps the ownership and relationships behind every entity, automating relationship extraction across disparate sources, including 4M+ Chinese companies with international operations and 25k+ sanctioned profiles. By integrating global databases with unstructured sources like global adverse media, Graphyte provides real-time and batch network expansion to uncover critical relationship risks.

WHERE risk exists

Graphyte scores signal against an award-winning library of 60+ risk typologies spanning sanctions and enforcement, industry-based risk, criminal typology, and network-based risk, going beyond detection to provide context-based analysis of risk relevance.

WHAT action to take

Every decision comes with evidence, source attribution, typology, and confidence. Reports are ICS-206 compliant, providing a full chain of custody (user, timestamp, and customer) and machine-learning citations that are audit-ready before they reach the case file.

“Accuracy, speed, scale, and explainability simultaneously — there is no acceptable trade-off among them in national security environments.”

Get a Demo
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The Typology Library

Risk has patterns.
We’ve catalogued them.

60+ AI/ML models score every signal against a living library of financial crime and national security typologies — the ones in FinCEN advisories and FOCI guidance.

Sanctions Evasion
Exposure to sanctioned entities
FOCI
Links to foreign ownership, control, or influence
Money Laundering
Proximity to illicit funds
Critical Technology
Ties to sensitive or export-controlled tech
Fraud
Connections to fraudulent activity
Shell Company
Indicators of concealed beneficial ownership
Terrorist Financing
Associations with terrorist activity
High Failure Risk
Signs of financial or operational distress
Talk To An Expert

Graphyte™ in Action

One search. Every source. A decision you can defend.

The real interface — data obfuscated, nothing staged.

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Score the ambiguity

Sanctions, PEPs, watchlists, registries, and global adverse media in 9 languages — all queried with one search. Graphyte provides a comprehensive risk lens across international datasets in seconds.

Graphyte Search records view screening an organization against risk sources
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Resolve the entity

Our entity resolution models have successfully rescored 400,000+ alerts for major financial institutions, dramatically reducing false positives and clearing years of backlog in weeks.

Graphyte relationship network view resolving an entity and its connected affiliates
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Defend the decision

Reports are ICS-206 compliant, providing a full chain of custody (user, timestamp, and customer) and machine-learning citations that are audit-ready

Graphyte report generator summarizing risk factors and sources for an entity
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Accuracy

fewer false positives, fewer misses

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Speed

answers in seconds, not weeks

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Scale

billions of records, continuously

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Explainability

every signal traces to evidence

Proof You Can Take to the Top

Don’t just take our word for it.

FCC Brand Name Justification, 2026

“The FCC evaluated 17 potential solutions and determined that Quantifind offers the most comprehensive and cost-effective option.”

See Plans & Contracting

How every number is proven:

Independent analysis

Read published justifications from existing customers.

Production deployments

Stats from live enterprise deployments, not labs.

A pilot, not a pitch

Trial Graphyte at no cost to see how it fits into your workflows before you buy.

Quantifind CEO Ari Tuchman presenting to an audience
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Run Graphyte on your data

Quantifind will demonstrate proof-of-value at no cost, through batch screening of up to 1,000 entities and a two week trial of GraphyteSearch.