We discuss how to make LLMs reliable for insurance data extraction. LLMs don't work out of the box. The challenge is staying accurate across messy submissions, conflicting fields, and complex extractions like property schedules. We break down the problems and solutions.
Congrats -- great post, new health insurance options are much needed! How did you assemble your provider network and how do major hospital options compare to other major carriers (eg. BCBS Texas PPO)? Does this EPO plan offer any out of network / outside of Dallas coverage? What is your target employee demographic? How has your experience been getting brokers to distribute this new plan?