Notes from the team building MedIQ.

An honest take on where LLMs help in revenue cycle — and where they should absolutely not be the only safety net.

AES-256-GCM, per-record IVs, tenant-scoped RLS — a walk through the cryptography we use for BYO LLM keys.

A simple change — ranking your denial queue by recoverable dollars — is one of the highest-ROI moves a billing team can make.

A tour through every surface in MedIQ — and why they all live on a single multi-tenant Postgres foundation.