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Harper, an AI-native commercial insurance company in San Francisco, seeks a senior commercial underwriter who thinks in systems to encode judgment into appetite rules, routing logic, and submission standards for an AI-driven process.
On-site in San Francisco, you will collaborate with engineering and product to turn underwriting expertise into scalable workflows, definitions of market-ready submissions, and routing decisions across carriers and markets.
Harper is an AI-native commercial insurance company in San Francisco. We're not bolting AI onto insurance — we're rebuilding the entire business as software, on a simple bet: turning expert human judgment into compute is one of the largest transitions left to make, and a trillion-dollar industry still run 90% by hand is the place to prove it. We've grown ~100x in the last year and we move at that speed — on-site, in person, long days, very high standards. Almost no one joins Harper for insurance; they join to build the company that replaces how it works.
You're a senior commercial underwriter who thinks in systems — here to encode your judgment into the appetite rules, routing logic, and submission standards an AI can run, not just to quote and bind one account at a time.
Great underwriting judgment exists. Almost none of it compounds. It's trapped in individual inboxes, one-off decisions, messy submissions, and tribal knowledge — and that's most true in specialty commercial and E&S, where risk moves through emails, PDFs, ACORDs, supplementals, portals, spreadsheets, loss runs, unclear narratives, and broker notes that may or may not answer what an underwriter actually needs to know. We're building the opposite: an operating system where underwriting judgment, submission quality, appetite logic, market routing, and broker workflows become infrastructure. This is exactly the \"turn human judgment into compute\" bet, pointed at the part of insurance that's hardest to systematize. Your judgment is the raw material.
You won't spend your day inside one carrier's guidelines saying yes or no. You'll help build what we collect, how we evaluate risk, how we package submissions, where we route accounts, when we elevate, and how we make Harper easier for markets to work with.
You don't need to write code. You do need be the kind of underwriter who, when they see a bad submission, doesn't just think 'this is incomplete' — they think: What should intake have asked? What should the system have extracted? What rule would have caught this? What makes this market-ready? What should we never send a carrier again?
On-site in San Francisco. The work touches intake, sales, placements, service, carrier relationships, product, and engineering — you'll operate with urgency, own outcomes, and help build the system while it's already running and quoting live business. There will be context switching, ambiguity, and problems that don't fit neatly in a job description. That's the point. The hours are long and the standards are high, because a rebuild this large doesn't happen part-time.
This is a builder role for an ambitious commercial underwriter who wants to step off the traditional track and help define what AI-native commercial insurance should look like. You've already seen what's broken. Come build what replaces it.
Compensation Range: $125K - $250K