entity-resolution
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Prevalent AI spent nine years fixing the data. Then came $22 million.
The London company built its business untangling enterprise security data. Now it is betting that the same knowledge graph can give AI agents a more reliable picture of the world they work in.
Reltio Solved the Boring Data Problem - Then SAP Bought the Answer
AI agents are only as smart as the customer, product and supplier records beneath them. Reltio spent 15 years cleaning that unglamorous layer - and reached $185 million in ARR before SAP pulled it into the Business Data Cloud.
NewsCatcher
NewsCatcher is a news and web search API company that turns the open web into a clean, structured database of real-world events. It pulls from 90,000+ global sources, then deduplicates, enriches, and standardizes the articles so risk, finance, and AI teams can query news the way they query a database. Founded by Artem Bugara and Maksym Sugonyaka, it went through Y Combinator in Summer 2022.
Cashmere
Cashmere is a Los Angeles-based AI company building a data layer for financial services. It started as an AI-powered client-acquisition platform that helps wealth management firms spot high-net-worth prospects at the moment they experience a wealth-triggering life event - an inheritance, a business sale, a liquidity event - and then matches those prospects with the best-fit advisor and automates personalized outreach. The product has since expanded into resolving fragmented customer records across disconnected banking systems into a single, continuously updated 'golden profile' enriched with internal and external signals. Founded by Farbod Nowzad and Eshan Govil, Cashmere raised a $3.6M seed round led by Canapi Ventures in September 2024 and counts RIAs, banks and wirehouses among its customers.
Louisa AI
Louisa AI is a New York-based relationship intelligence platform, spun out of Goldman Sachs in 2023, that maps who-knows-who and who-knows-what inside an organization. By reading daily market news against a firm's internal relationship graph, it proactively nudges the right colleague with the right warm lead at the right time - what founder Rohan Doctor calls 'systematizing serendipity.' It sells mainly to investment banks, private capital, consulting and law firms as a cross-sell and deal-origination engine.
Diffbot
Diffbot is an AI company building one of the world's largest knowledge graphs by autonomously crawling, reading, and structuring the public web. Its APIs and LLM turn unstructured pages into machine-readable facts about people, organizations, products, and articles - powering search, sales intelligence, market research, and grounded generative AI.
TigerGraph
TigerGraph is a Redwood City-based software company building a native, massively parallel graph database and analytics platform designed to find patterns across deeply connected data in real time. Founded in 2012 by Dr. Yu Xu, it powers fraud detection, anti-money laundering, customer 360, recommendation engines and, increasingly, the relationship-intelligence layer behind enterprise AI and GraphRAG. Its cloud-native platform, TigerGraph Savanna, lets organizations query trillions of edges with the GSQL query language across AWS, Azure and Google Cloud.
ComplyAdvantage
ComplyAdvantage is a London-founded RegTech company that uses AI and machine learning to help banks, fintechs and other regulated businesses detect and prevent financial crime. Its flagship Mesh platform combines a proprietary, real-time database of sanctions, watchlists, politically exposed persons (PEPs) and adverse media with customer screening, transaction monitoring, payment screening and fraud detection - automating the heavy, error-prone work of anti-money-laundering (AML) and know-your-customer (KYC) compliance for more than 3,000 enterprises across roughly 75 countries.
Implicit
Implicit (formerly Agolo, legally Ninoh, Inc.) is a New York-based AI company that turns a company's scattered manuals, SOPs, tickets and PDFs into a private 'knowledge engine.' Its KnowledgeOS platform builds enterprise knowledge graphs and AI Navigators that give support agents and customers expert-level, source-cited answers about complex products. The company pivoted from its original news-summarization roots into entity intelligence and product-expertise support, claiming roughly 3x the accuracy of generic LLMs with answers tied to a source to eliminate hallucinations.
Sigma360
Sigma360 is a New York-based risk intelligence company that helps banks, payment firms, fintechs and global corporations detect and manage financial crime. Its cloud-native, AI-powered platform unifies global risk data, proprietary intelligence, core screening technology and automation to surface direct and network-based risk at sub-second speed, cut false positives, and run perpetual KYC, sanctions and adverse media screening. Founded in 2017 as Sigma Ratings, the company protects more than $2 trillion in assets and company value.
DataWalk
DataWalk is a graph- and AI-enabled analysis and investigation platform that unifies disparate data sources so analysts at banks, insurers, and government agencies can spot hidden relationships, run no-code queries, and pursue fraud, money laundering, and threat investigations at scale.
Peregrine
Peregrine is a San Francisco-based data intelligence platform that unifies fragmented public safety data - from body-worn cameras and CAD records to RMS and ALPR feeds - into a single, searchable system for law enforcement, fire-rescue, EMS, and emergency management agencies. Founded in 2018 by ex-Palantir operators, it now serves jurisdictions covering more than 80 million Americans and reached a $2.5B valuation after a $190M Series C led by Sequoia in March 2025.
Quantifind
Quantifind is a Palo Alto-based AI risk intelligence company that helps banks and government agencies surface financial crime signals from oceans of public, unstructured data. Its Graphyte platform automates anti-money-laundering, KYC, and investigations work, cutting false positives and accelerating analyst decisions.
Mike Tung
Mike Tung is the founder and CEO of Diffbot, the company behind the world's largest automated knowledge graph — a continuously-rebuilt database of 10+ billion entities and over a trillion facts extracted from the open web. A UC Berkeley EECS graduate and Stanford AI lab dropout, Tung spent 15+ years building Diffbot with minimal funding (under $15M total) into a platform used by Microsoft Bing, DuckDuckGo, Snapchat, and 400+ enterprises. In January 2025 he launched the Diffbot LLM, an open-source language model grounded in the knowledge graph, achieving top factual accuracy benchmarks among sub-100B models.
Ari Tuchman
Ari Tuchman is the CEO and Co-Founder of Quantifind, a Palo Alto-based AI risk intelligence company that uses machine learning, entity resolution, and natural language processing to automate financial crime detection and compliance workflows for Tier 1 banks and government agencies. A Harvard-trained physicist with a Yale Ph.D. in atomic physics, Tuchman left a Stanford research career working on DARPA-funded quantum sensors to co-found Quantifind in 2009. His company's Graphyte platform now analyzes millions of entities, reduces false positives by up to 75%, and auto-resolves 90% of risk cases for global financial institutions. He is also a co-founder of Entanglement Technologies, a quantum chemical sensor company.