Insurance is a major focus.
We work with commercial insurance brokerages, MGAs, lenders, property managers, professional services firms, and other growing companies with recurring operational friction.
Insurance work includes submission preparation, renewals, certificates, service requests, underwriting support, document intake, and operational visibility. Across sectors, the goal is to improve the workflow around existing systems rather than force a replacement.
What we build.
- Structured intake from email, forms, and documents.
- Work queues with ownership, status, exceptions, and escalation.
- Integrations between existing systems and operational dashboards.
- AI-assisted extraction, classification, drafting, and review with human controls.
- Focused pilots that can become recurring AI engineering support.
Who leads the work.
Martin Greenberg
Founder and operator with experience in company-building, technology processes, data, and applied AI across venture-backed companies and larger organizations.
Gregory Nicholas
Founder and CTO with experience building software, data systems, distributed reporting, and technical architecture for growing companies.
How we work
Start with one important workflow.
We map the current process, clarify ownership, connect the systems already in use, and add AI where it improves a defined task. A focused pilot can become recurring AI engineering support after the result is measured.