The night he decided to build the world's most important blockchain intelligence company, he went home and Googled "AML." Now his platform hunts money launderers across 180 blockchains for Goldman Sachs, the FBI, and the US Treasury.
There is a specific kind of founder who builds something important without initially knowing what it is. Esteban Castano was working at Generation.org in Mexico City - an education nonprofit focused on global youth employment - when he and his future co-founder Rahul Raina had the conversation that changed everything. Billions of people, they figured, were about to move money using digital assets. Then they asked a second question: what happens next?
That question is what TRM Labs is. Not the blockchain, not the crypto - the consequences of the blockchain. The second and third order effects of trillions of dollars moving through permissionless networks. The money laundering, the sanctions evasion, the terrorism financing, the pig-butchering scams, the ransomware payouts. Castano and Raina decided to build the intelligence layer that would make the whole ecosystem safer. The night Castano committed to the pivot into AML compliance, he went home and Googled "AML." He had never worked in financial crime a day in his life.
That willingness to learn everything from scratch - and fast - is a recurring theme. TRM Labs applied to Y Combinator and got rejected. They applied again. Rejected again. The third application got in. Summer 2019. The company raised $4.2 million from Initialized Capital, Blockchain Capital, PayPal Ventures, and YC. Then it raised more. Then more. As of February 2026, TRM Labs has raised $279.9 million in total, hit a $1 billion valuation in its Series C, and counted Goldman Sachs, Bessemer Venture Partners, and Thoma Bravo among its backers.
Castano studied Government at Dartmouth, where he founded Dartmouth Roots - an undergraduate leadership organization - and served as VP of the Ledyard Canoe Club, teaching whitewater kayaking. He enrolled at Stanford's Graduate School of Business and withdrew to build TRM. The Stanford exit is a well-worn tech narrative, but Castano's version has a different texture: he wasn't chasing a consumer app or an ad platform. He was chasing financial crime.
TRM Labs is headquartered at 450 Townsend Street in San Francisco - the same neighborhood where Stripe, Twilio, and dozens of other infrastructure companies built their foundations. The product is a blockchain intelligence platform that traces transactions, identifies illicit wallets, monitors DeFi protocols, and generates evidence that holds up in court. Its clients include Coinbase, PayPal, Visa, Stripe, Circle, and Robinhood on the private side, and the FBI, US Treasury, Department of Justice, and Singapore's Cybersecurity Agency on the government side.
The government work requires clearances that most software companies never pursue. In September 2024, TRM Labs became the first blockchain intelligence company to achieve FedRAMP Moderate authorization. Three months later, it went further: FedRAMP High, plus IL4 and IL5 compliance. These aren't marketing distinctions. FedRAMP High means the platform can handle classified federal information - the kind of access that enables real national security work. Castano partnered with Palantir through its FedStart Program to accelerate that path into federal deployments.
In April 2024, TRM launched what it called the third generation of blockchain investigations: Behavioral Intelligence. Instead of tracing static wallet-to-wallet links, Behavioral Intelligence reads patterns across transaction groups - the behavioral fingerprints that distinguish legitimate activity from coordinated criminal networks. The following year brought an AI agent capable of answering natural language queries about on-chain data. Then came Co-Case Agent in March 2026: an AI assistant that runs parallel analysis on every case, simultaneously, without replacing the investigator's judgment.
Castano's philosophy on AI in high-stakes compliance is specific. He calls it a "glass-box approach." The AI suggests, explains, and documents. It doesn't silently rewrite findings or generate conclusions the investigator can't trace. In a domain where the output is court-admissible evidence and the stakes include terrorism convictions, explainability isn't a feature - it's the whole point.
In 2025, illicit crypto volume reached $158 billion. AI-enabled scams surged 500 percent year-over-year. Autonomous criminal networks began moving funds across blockchains in seconds, compressing the window for intervention to near zero. TRM Labs' answer was more coverage, faster processing, and agents that work around the clock on every open case. The company currently covers 180+ blockchains and 70+ million assets.
What Castano built is unusual in the crypto space in one particular way: it is genuinely used by the institutions that most crypto companies are trying to disrupt. The FBI uses it. Goldman Sachs invested in it. The US Treasury relies on it. TRM Labs sits at the intersection of crypto and state power - not as a regulator, but as the lens that makes the blockchain readable to regulators. That's a rare position, and it required deliberately building trust with both sides simultaneously.
The team reflects this dual mandate. TRM employees come from the FBI, the Secret Service, the Treasury, McKinsey, Coinbase, and top-tier tech companies. The expertise isn't just technical. It's investigative, legal, and financial - assembled to match the full complexity of the problem.
Away from TRM, Castano is still teaching whitewater kayaking at the Ledyard Canoe Club and doing river clean-ups with the Hanover Rotary Club. The exchange year in Thailand that "molded and inspired his life" - his words, on LinkedIn - points to something consistent: an interest in second-order questions about how the world actually works, and a preference for showing up where the action is uncomfortable. He moved to San Francisco to build a compliance company in 2018, when compliance was the least exciting thing anyone in crypto wanted to talk about. Now it's the most necessary thing in the space, and TRM Labs is a billion-dollar company.
The second question turned out to be the right one.
The Google moment: The night Castano decided to build an AML compliance company, he went home and searched "AML" for the first time. He'd never worked a day in financial crime.
"If you're operating in a world where there's trillions of transactions, how in the world do you find the needle in the haystack without using AI?"
"We said, 'Yes, we can build that.' The next day I went home and Googled 'AML'."
"A critical ingredient to making crypto successful was building more trust in digital assets, and more safety in this ecosystem."
"For the first time, every investigator can have an agent on every case working in parallel. Co-Case Agent doesn't replace investigator expertise; it applies it faster and at a scale that was never possible before."
"Our recent FedRAMP Moderate authorization highlights our dedication to national security."
They asked what happens after billions of people start moving money on blockchains. Nobody else was asking the right second question.
TRM Labs was built by a team of ex-FBI agents, Treasury officials, and Secret Service investigators - all inside a crypto company started by a guy who had to Google "AML" on day one.
Estimated illicit crypto volume in 2025. AI-enabled scams up 500% year-over-year. TRM Labs is the intelligence layer chasing all of it.
AI assistant that runs parallel investigations on every case simultaneously, without replacing investigator judgment or court-defensible standards
TRM Labs hits $1B valuation led by Blockchain Capital, with Goldman Sachs, Bessemer, and Thoma Bravo joining the round
TRM Labs partners with Singapore's Cybersecurity Agency to advance national cyber threat intelligence in the blockchain space
Launched natural language AI agent for on-chain analysis - investigators can query blockchain data in plain English
First blockchain intelligence platform to achieve FedRAMP High, IL4, and IL5 compliance for classified US government operations
Unveiled the third generation of blockchain investigations: behavioral pattern recognition across transaction groups to identify coordinated criminal networks