Growth focus
AI for Insurance
Claims automation, underwriting intelligence, and fraud, adjacent to financial services depth.
Business outcomes AI can move
- Process more claims per adjuster without quality drop
- Reduce loss ratio through faster fraud detection
- Shorten quote-to-bind cycle time for commercial lines
- Improve policy retention through proactive risk outreach
AI capabilities
Each capability maps to a business KPI, revenue, cost, risk, or cycle time, not model accuracy on a slide.
Revenue
Underwriting risk models
Consistent risk pricing across underwriters, bind more policies at the right premium, not the safe default.
Agent & broker lead scoring
Rank producer relationships and renewal opportunities, sales teams prioritize accounts with highest LTV.
Cost
Claims triage & fraud detection
Auto-classify incoming claims and flag suspicious patterns, adjusters focus on high-value and high-risk files first.
Cycle time
Policy document intelligence
Extract endorsements, limits, and exclusions from submissions in minutes (faster quotes win more business.
Production use cases
- Claims triage & fraud detection
- Underwriting risk models
- Policy document intelligence
The Production Standard
The Production Standard
Six commitments contracted in writing on every engagement.
01
Deploy or redirect
If AI isn't the right tool, we say so in week one and redirect budget to what will ship. No POC theater.
02
Metrics before models
Business KPIs locked in discovery. Model selection follows the metric, not the hype cycle.
03
Governance from day one
Model cards, access controls, evaluation harnesses, and audit trails, not a compliance bolt-on at go-live.
04
Production artifacts
Deployed code, monitoring dashboards, CI/CD pipelines, and incident runbooks. Not recommendations for someone else to implement.
05
6-week production target
Scoped projects designed for production in 6–10 weeks. Boutiques move; global programs wait for steering committees.
06
Capability transfer
Your team can operate, extend, and maintain what we build. IP and documentation transfer is included, not upsold.
Every scoped project includes a production deliverable checklist signed off before close. If we can't commit to deployable output, we won't take the engagement.
Selective intake · Q2 2026
Your next system shouldship to production.
Agentic development from architecture through deployment, with the Production Standard contracted in writing.