Fundraising Fox

Quantifind

Menlo Park, US · Founded 2009 · 136 employees on LinkedIn · 7 known investors

Quantifind provides AI-powered enrichment and investigation tools for financial crime compliance, helping investigators reduce false positives and accelerate case reviews using entity resolution, risk scoring, and unified intelligence from sanctions lists, news articles, and corporate records.

Also known as Quantifind, Inc.

Founders & leadership

Quantifind was founded in 2009 by Ari Tuchman and John Stockton.

ATAri Tuchman
Ari TuchmaninCEO and Co-FounderAri Tuchman is an atomic physicist who has worked on precision measurement across atomic sensor hardware and signal processing for data analytics. He is co-founder of Entanglement Technologies, which develops chemical sensors using quantum metrology, and CEO of Quantifind, which builds AI tools to help financial institutions address money laundering and fraud risk.
JSJohn Stockton
John StocktoninCo-founder
DK
David KarnstedtNamed on SEC filing
JA
Joseph A GrundfestNamed on SEC filing
JW
John WaleckaNamed on SEC filing

Board

SK
Steve KrauszBoard director
AB
Amy BanseBoard director
DB
Denis BarrierBoard director

Investors · 7

Funding

SEC filings, press & company announcements

$230M disclosed across 2 of 3 rounds · 2016–2026

$30MraisedFeb 2016 · 12 investors · Other Technology
Rule 506(b)
Officers, directors & promoters on the filing
  • Steve KrauszDirector
  • David KarnstedtExecutive Officer, Director
  • Joseph A GrundfestDirector
  • John StocktonExecutive Officer, Director
  • Amy BanseDirector
  • Denis BarrierDirector
  • John WaleckaDirector
  • Ari TuchmanExecutive Officer, Director, Promoter
Offering amount
$30M
Amount sold
$30M
First sale
Feb 2016
Incorporated
Corporation, Delaware
Federal exemptions
06b
Full filing on SEC EDGAR ↗

Source: SEC EDGAR Form D. Amounts as filed; amended filings shown once at their latest values.

Company profile

researched Aug 2026

Quantifind is a risk intelligence company that applies data science and machine learning to public and external data for financial crime detection. Its core offering, the Graphyte platform, is a pure-SaaS financial crimes automation solution intended to serve as a single point of entry for external data used in risk screening and investigations. The platform spans watchlist screening (sanctions, blacklists and politically exposed person lists), adverse media screening, investigations and credit risk monitoring, with configurable risk typologies, entity resolution, risk-ranked results and citable evidence for audit purposes.

Graphyte is delivered both as APIs (synchronous and batch inquiries from within existing case management systems) and as web applications with investigation workflows. The company states that its accuracy and scalability derive from roughly ten years of data science and machine learning research and patented data management techniques, supporting daily monitoring of tens of millions of customers. Reported outcomes cited by the company include entity resolution accuracy of 90%, productivity gains above 40%, a 2x increase in investigator productivity and 10-100x fewer false positives.

Business model

Software-as-a-service subscription platform sold to enterprises, delivered through web applications and APIs that integrate with customers' existing case management systems.

Recurring SaaS licensing of the Graphyte platform and its screening, investigation, adverse media and credit risk modules, with incremental adoption paths described for customers of partner solution providers.

Traction

Customers and references include Varo (digital bank BSA function), the anti-trafficking organization Polaris, and partner endorsements from Oracle FCCM, Dow Jones and Matrix-IFS; the company describes usage by Tier 1, regional and digital banks globally and by federal, state and defense institutions, and cites a Celent report identifying up to $177.9M in annual savings.

Latest developments

A Celent analyst report promoted on the company site states that Quantifind unlocks up to $177.9 million in annual savings, and the company markets Graphyte to banks as delivering roughly 40% productivity gains in risk screening and investigations.

Full profile — market position, technology, go-to-market, geography

Market position

Positions itself as offering best-in-class accuracy in AI-driven risk assessment for AML-KYC automation, citing over a decade of engagements ranging from Tier 1 banks to the U.S. Department of Defense and selection over dozens of alternatives in competitive evaluations.

Emphasizes accuracy of entity resolution and risk ranking, breadth of data coverage from a single platform (thousands of sources), dynamic risk typologies tuned to specific crime types such as human trafficking, patented scalability, and audit-ready citable evidence.

Technology

Machine learning and AI applied to open-source and licensed external data, including entity resolution (stated 90% accuracy), "Name Science" name-matching research, dynamic risk typologies that adapt to the risk space, multi-hop relationship analysis, and patented data management for speed and scalability. Delivery is via synchronous and batch APIs plus web-based investigation applications.

Go-to-market

Direct enterprise sales into financial services and public sector accounts, supplemented by partnerships and integrations with case management and financial crime vendors (Oracle Financial Services FCCM, Matrix-IFS) and data providers (Dow Jones), plus content marketing through blogs, resources and third-party analyst reports.

Tier 1, regional and digital banks and other financial institutions running AML/KYC programs, plus public sector buyers including federal, state, defense and research institutions; also non-profit financial intelligence units such as anti-human-trafficking organizations.

Geography

Headquartered in Menlo Park, United States, with stated use of its platform by banks globally and by U.S. federal, state and defense institutions.

Compiled by commissioned research from 1 cited public sources — announcements, filings, and press listed under research sources below.

Key figures

latest reported
Annual savings identified by Celent reportJan 2025$177.9M
Entity resolution accuracyJan 202590%
False positive reductionJan 202510-100x fewer false positives
Investigation productivity gainJan 2025over 40% (2x increase in productivity)

Company-reported or press-reported figures, each dated to when it was claimed — not independently audited.

Founder mafia

2 people who came through Quantifind went on to found or lead other companies.

Competitors · 1

by search overlap

Companies competing with Quantifind for the same Google search keywords, organic and paid, via search-intersection analysis.

In the news

Research sources · 1

primary sources listed

1 public sources were cited for this profile; the first-party ones are listed here.

Frequently asked questions

What does Quantifind do?
Quantifind sells Graphyte, a SaaS risk-intelligence platform automating AML/KYC screening and investigations for banks and government.
Who founded Quantifind?
Quantifind was founded by Ari Tuchman, John Stockton in 2009.
Who are Quantifind's investors?
Quantifind's investors include Cathay Innovation, Comcast Ventures, Dns Capital, In-Q-Tel, Iris Capital, Summit Partners, US Venture Partners.
How much funding has Quantifind raised?
Quantifind has disclosed $230M raised across 2 of its 3 known rounds.
Where is Quantifind headquartered?
Quantifind is headquartered in Menlo Park, US.