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Anchor your AI with Ground Truth Business Data

We’ve been building something that is transforming intelligence about businesses.

The Enigma AI MCP Server just went live. We spent years building the most complete business identity graph. Now we're plugging it straight into AI systems. No APIs. No integration headaches. No data hunting.

We just gave your AI everything we know about American business, so it can make the connections we've spent years building.

What is it?

Think of MCP like USB-C for AI systems.

Before USB-C, every device needed its own cable. MCP does the same thing for AI and business data.

Before the Model Context Protocol (MCP), connecting AI to your business systems meant custom work for every single tool. Want your AI to access Salesforce? Build a connector. Need it to work in Slack? Build another one. Moving from Claude to ChatGPT? Start over.

We chose MCP because your AI capabilities should follow you everywhere.

Same business intelligence in Claude on the web. Same verified data in your development tools. Same entity resolution in whatever AI platform your team adopts next year.

One integration; nearly every AI tool. When the next breakthrough AI launches, your business intelligence travels with you. No rebuilding, no integration hassle. Every time we update and extend our graph with more signal, your systems already know about it.

The feedback convinced me we built something different

We ran this quietly for months with risk and onboarding teams, investment firms, compliance teams, and business development groups. The feedback? Nobody wants their old workflow anymore.

Here's what happens now: You mention "Joe's Pizza" to your AI. Instantly, it knows this isn't just a corner shop. It's "JOE'S PIZZA NYC LICENSING, LLC" under "THE VILLAGE IN ANN ARBOR LLC" with 9 locations, specific incorporation dates, and registered agents. Complex ownership? Your AI already mapped it. A compliance officer said something that hit me: "I’m still verifying businesses every day. The difference is now my AI knows exactly the business I'm dealing with, and does the hours of research I’d be doing [from secretaries of state, plus the documents provided by the business], and just goes out and does all the additional searching I’d be doing to fill in the gaps. At this point, I’m checking its work and making a decision to deny or approve."

Unlocking the power of authoritative and messy government data

One of the ideas that's been with Enigma since our founding is this: government data holds incredible insights. It's also completely chaotic.

A single company can show up dozens of ways. "ABC Corp" in SEC documents. "ABC Corporation" in procurement files. "ABC Co." in violation records. Sometimes at different addresses, with different people, with different identifiers. Legacy systems see these as different companies.

Sometimes they're right to, but often, they're dead wrong.

We spent a decade untangling this identity maze. Connecting the dots. Making order from chaos. Our Identity Graph knows that "Mike's Pizza" on the corner actually belongs to a multi-state franchise with specific formation dates, legal structures, and operating permits.

The breakthrough came when we connected this graph to AI reasoning power. Scattered government records became coherent business stories. Ask about any company, get the complete picture. Not just their marketing name - their real identity. And armed with this identity data, your AI can search Enigma’s government archive for relevant records about the business - newly issued licenses, safety violations, connected entities and partners, or take that as a starting point to perform deep research on that business across the web. We found that when provided with Enigma’s trusted identity graph information, even relatively simple AI models could correctly distinguish the details of Famous Rays' Pizza; keeping it separate from Ray's Original Pizza and certainly not Ray's Bar.

With this launch, we are also introducing the Enigma Government Archive, the largest and most comprehensive linked record of official government filings. We scanned over 500,000 official source constantly-updated datasets to collect billions of records on business entities. Accessing this repository through Enigma’s Agentic tools to turn unstructured queries into actionable data is just the beginning of where you’ll be seeing this data and its capabilities.

Intelligence that moves with you

Intelligence about businesses now travels everywhere. Claude instantly recognizes if that potential partner has compliance red flags. Cursor evaluates vendor stability while you code. Research assistants discover market gaps by reasoning across millions of U.S. businesses.

This goes beyond research assistance: it’s judgment. Whenever you need business entity insights, the intelligence waits there. Ready and anchoring your AI with real world truth.

Over a decade in the making

After over a decade of building our knowledge graph, watching AI navigate it feels like magic. We can't wait for you to experience it and build with us.

Hicham Oudghiri is CEO and co-founder of Enigma.