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AI engineering and consulting for insurance underwriting, pricing, and claims — packaged projects, retainers, or on-demand builds. No pitch decks. Response within 48 hours.

How We Work Together

Remote-first, available globally, and grounded in The Underwriter's Decision Stack.

Consulting & Advisory

Hourly or monthly retainer

Strategic advisory on underwriting operations, AI transformation, pricing governance, reinsurance analytics, CAT modelling, and portfolio management. Grounded in 18 years of underwriting and actuarial authority and The Underwriter's Decision Stack.

ModelRateMinimum
Hourly$100 – $200 / hr5 hours
Retainer$3,000 – $8,000 / mo3 months
Schedule1 week turnaround (Hourly) / next month start (Retainer)

What consulting covers:

  • AI strategy and readiness for underwriting operations
  • The Underwriter's Decision Stack implementation advisory
  • Pricing model governance and adequacy review
  • Reinsurance treaty structure and analytics
  • CAT model output interpretation and validation
  • Portfolio management and accumulation strategy
  • Underwriting workflow redesign for AI integration
  • MGA setup and specialty product development
Discuss Consulting →

AI Engineering

Packaged, retained, or on-demand

Bespoke AI systems built for your specific underwriting operation. The Underwriter's Decision Stack as the design framework. Python and Claude. Human-in-the-loop at every checkpoint. GitHub repository and documentation included.

EngagementRateTimeline
Fixed-Fee Project$5,000 – $25,0004 – 8 weeks
Paid Pilot$2,000 – $5,0002 – 3 weeks
Hourly Build$100 – $200 / hrMin 10 hours

What can be built:

  • Submission intelligence systems (Layers 1, 2, 3, 4)
  • Pricing and deviation governance (Layers 4, 8)
  • Claims and portfolio intelligence (Layers 7, 8, 6)
  • Reinsurance analytics (Layer 6)
  • Risk engineering signal extraction (Layers 2, 1)
  • Any layer of the Decision Stack as a standalone system

Technical approach:

  • Python + Claude (Anthropic API) & multi-agent pipelines
  • Human-in-the-loop checkpoints strictly enforced
  • Structured JSON and PDF outputs
  • GitHub repository & documentation included with every build
Discuss a Build →

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contact@underwriteailabs.com

LinkedIn: linkedin.com/in/devvaibhav · GitHub: github.com/devvaibhav


18 years commercial P&C underwriting and actuarial authority across four major international insurance organisations

All systems built in public — architecture, code, and decisions documented on GitHub

Human-in-the-loop at every consequential decision — built into the architecture, not bolted on

$1K+
Minimum engagement
48hrs
Response time
Remote
Delivery model
Global
Client geography