A decade of underwriting intelligence. A decade of building Marvin™ technology.
We're building AI for one of the most regulated industries on earth — and we've been at it since 2016. Here's the short version. Full story
We mapped the signals before anyone called it AI.
Long before "AI" became a pitch-deck bullet, we were mapping the data underwriters needed but couldn't get to fast enough. We started with the question they were actually asking: why is this risk priced the way it is? Marvin™ was born — data, reasoning, and enrichment — to show you the right path.
We didn't build around the regulation. We built inside it.
Every decision faces audit. Every finding needs a source. Marvin™ technology, our proprietary data and reasoning layer, is built inside those constraints — not around them.
The goalposts move. So do we.
Problems nobody has solved yet, in an industry that rewards endurance. The platform compounds the longer you use it. Relativity6 makes models strong enough to face regulatory scrutiny, building in new territory, and shielding you from AI's hallucinations.
The signal in the machine.
Marvin™ aggregates from hard-to-access government sites, the web, and our own data layer — then reasons across all of it. Findings are sourced, cited, or flagged. The thinking layer is Marvin™ technology.
Still here. That's the proof.
Ten years of commercial underwriting research. We've hosted most workflows, most audit standards, most renewal rhythms. Yours included.
