Data-Driven Strategic Insights
Translate portfolio data into decisions a leadership team can act on. Loss triangles, segmentation, and book diagnostics that answer the questions executives actually ask.
Every engagement is scoped to a real outcome. The deliverable is usually something that goes into production, not a slide deck that goes on a shelf.
Translate portfolio data into decisions a leadership team can act on. Loss triangles, segmentation, and book diagnostics that answer the questions executives actually ask.
Practical AI for underwriting, submission triage, and claims. The work spans model selection, retrieval pipelines, and evaluation so the system earns trust before it earns scale.
Rate filings, bureau coordination, and state-by-state strategy. Deep familiarity with commercial lines filings and the judgment to know when a product decision is really a compliance decision.
Rebuild rating plans, tune risk appetite, and close the loop between bound premium and ultimate loss. Built automated underwriting from scratch at Next Insurance and applied the same playbook since.
Find where the work actually happens and remove the friction around it. Operational redesign grounded in what underwriters, ops teams, and brokers do every day.
Twenty-plus years inside commercial lines. Small commercial, middle market, specialty programs, and the particular economics of MGAs and program carriers.