The NeuralMetrics Journey
The story of how NeuralMetrics rebuilt the front end of commercial underwriting — one milestone at a time.
“The gap between what a business says it does and what it actually does is the most expensive gap in insurance — and it can be closed.”
NeuralMetrics started with a single belief: the gap between what a business says it does and what it actually does is the most expensive gap in commercial insurance — and it can be closed. Every product since has been a consequence of that one idea.
Before deciding a risk, you have to truly know the business. So we built a business-entity intelligence layer drawing on 15+ real-world sources — licenses, permits, OSHA, EPA, NCCI, social signals — assembled county by county into 130M+ records, updated continuously. Classification is the commodity. This data is the moat.
We turned that data into precision the market couldn’t match: NAICS to 8 digits, plus SIC, ISO GL and WCC codes. Everyone agrees on the 6-digit code — the real exposure lives two digits deeper, and that’s where we underwrite.
Classification told carriers who the business was. ARKUS told them what could go wrong — surfacing and scoring the live exposures a questionnaire may not accurately capture, straight from public data.
Insight became a decision. GIA and GIA Lite score each risk against the carrier’s own appetite and underwriting guidelines, product by product — stopping out-of-appetite business before it ever reaches rating.
The last gap was the end of the policy period. CHRIS closed it — reconciling what was actually written against what should have been, and turning weeks of manual audit into automated validation.
This year the pieces became one system. Document Ingestion taught the platform to read. Book Roll scaled decisions from one submission to an entire portfolio. Hardened infrastructure and open APIs turned a precise engine into a full underwriting-and-audit platform.
One continuous pipeline — submission in, quote-ready decision out.
We’re no longer just a data company — we’re intelligence infrastructure for risk-bearing enterprises. Now NeuralMetrics speaks the Model Context Protocol, so any AI agent can call our intelligence directly. Bring your own agent; the intelligence is already there.
Measurable outcomes from classification all the way through audit.
Exposures surfaced before bind, not after a claim.
The right code and the right appetite, so fewer risks get mis-rated.
Roughly 10 distinct risks surfaced per submission, on average.
Reconciling what was written against what should have been written.
From submission to audit — NeuralMetrics compounds accuracy and removes cost at every step.
We started by getting the data right. We’re finishing by putting that intelligence everywhere a risk decision gets made.
The guess is gone. What replaces it is us.
NeuralMetrics is a risk-intelligence platform for commercial insurance, powering classification, risk insight, eligibility, and premium audit for leading enterprise carriers.