Mispricing reduction in cyber lines via our loss-frequency models
Submission-to-quote cycle time after triage LLM deployment
Reduction in claim-handler triage time on ransomware claims
Achieve immediate, organization-wide results
Six measurable outcomes across underwriting, claims, and actuarial functions — deployed in months, not years.
Faster Quote Cycles
Submission triage LLM cuts submission-to-quote from 5 days to 1 — with the same underwriting rigor.
Defensible Loss Models
Cyber, climate, and parametric loss-cost models that hold up at regulator review and treaty negotiation.
Automated Document AI
ACORD form extraction, title docs, loss-mit packets — boarded in seconds, audited end-to-end.
Fraud Detection
Wire-fraud detection on email threads + claim anomaly scoring — defending the bottom line.
Damage Assessment
Computer-vision claims triage from photos to severity estimate — in seconds, not hours.
Risk Engineering Agent
OSINT control-posture scoring + risk-engineering recommendations — differentiator vs commodity carriers.
Capabilities across the insurance value chain
Underwriting
- Submission triage LLM
- OSINT control posture scoring
- Questionnaire discrepancy detection
- Risk engineering recommendations
Claims
- ACORD form extraction
- Damage assessment computer vision
- Wire-fraud detection
- Ransomware claim summarizer
Actuarial & Loss Modeling
- Cyber catastrophe / SPF accumulation
- BI severity distributions
- Climate-risk default overlays
- Pet, cyber, parametric pricing
Operations
- Voice agents for FNOL intake
- Complaints + CFPB response drafter
- QC / investor audit-pack builder
- Loss-mit decision optimizer
How a mid-size cyber MGA cut submission cycle time 80%
A cyber-focused MGA writing $40M in annual premium was losing brokers to faster carriers. Submissions were taking 4–6 days to quote because every submission went through manual control-evidence triage. We deployed a submission triage LLM + OSINT control-posture scorer that pre-scored every inbound submission against the carrier’s appetite + control attestations. Underwriters now see a pre-scored submission in the inbox with appetite fit, missing-info flags, and a triaged risk profile — they confirm or override in 30 minutes. Submission-to-quote cycle time dropped from 5 days to under 1. Bind rate up 14%, broker satisfaction scores up 32%.
Speak with an insurance AI expert
A 45-minute scoping call. We’ll come prepared with your appetite, your loss-cost benchmarks, and a directional read on which models move the needle on your line of business.
Ask us about
- Cyber loss frequency + severity modeling
- Submission triage + control-posture scoring
- ACORD extraction + claim summarization
- Catastrophe & accumulation modeling
- MRM documentation + regulator pack
Frequently asked questions
How quickly can a first model be in production?
Explore insurance-specific niches & solutions
Ready to talk insurance AI?
Start with a 45-minute strategy session. We come prepared with a directional read on your line of business and a scoped proposal.