Underwriting agent for a commercial P&C carrier.
Replaced a 3-person desk on standard-risk submissions. Reads the policy doc set, scores against carrier appetite, writes the decision to the policy admin system with full audit trail.
120 ms
13 days
Ten vertical agents, built for the systems and workflows that run real industries. Not a horizontal copilot. Not a chatbot. Production agents with audit trails, eval harnesses, and verification gates.
We don't pick industries because they're trending. We pick them because the work is real — production AI inside the systems that run insurance claims, dispatch desks, SOC queues, hospital revenue cycles, and law-firm doc rooms.
Credit-decisioning and fraud-triage agents that own the underwriting loop. Read from policy, write to the same systems your humans use.
Prior-auth and claims-coding agents that sit inside payer and provider stacks. Production-grade clinical text reasoning, audit trail on every action.
Underwriting and claims-routing agents. Pull from FNOL, policy docs, and adjuster notes — output decisions, not summaries.
Dispatch routing and exception-handling agents. Verification-gated tool calls — every action replayable, every dispatch defensible.
Contract review and e-discovery agents that read the way associates do. Clause-level annotation, redline drafts, privileged-doc gating.
Lead qualification, doc extraction, and listing-ops agents. Stitch CRM, MLS, and ops chat into one workflow your brokers actually use.
Maintenance-prediction and supply-chain exception agents wired into MES/ERP. Frontier models for the floor, not the dashboard.
Case-routing and citizen-intake agents that meet the procurement bar. Air-gappable, fully audit-logged, no model-vendor lock-in.
SOC triage and alert-correlation agents that read like an L2 analyst. Verification-gated containment actions, full provenance per call.
Candidate-screening and scheduling agents. ATS-native, JD-aware, bias-tested on your own historical data — not a vendor benchmark.
The pod ships one production vertical agent inside one workflow inside two weeks. Then we expand — same pod, same eval harness, same audit trail.
30-minute call. We pick the single workflow that produces measurable value, lock the scope in writing, ship you the running calendar.
Custom benchmark on your real data — not a vendor leaderboard. The eval is the spec. We ship the agent against it, not against opinions.
The agent reads and writes to the systems your humans use — CRM, ERP, ATS, claims platform — with full audit trail and verification gates.
Behind a feature flag. Shadow traffic first, then a controlled rollout. Eval keeps running. You own the model weights, the eval, the runbook.
Replaced a 3-person desk on standard-risk submissions. Reads the policy doc set, scores against carrier appetite, writes the decision to the policy admin system with full audit trail.
Custom eval harness on 70 real-traffic prompts × 5 model variants. Caught a 14% accuracy regression before deployment; agent now handles 71% of inbound auth without human touch.
Verification-gated tool-call agent embedded in a 24/7 dispatch desk. Plans, retrieves, calls carrier APIs, verifies the result before writing. Replayable per dispatch, gated per action.
30-minute scoping call. You leave with a written scope and a target ship date — or with an honest “we're not the right firm.”