Readily Wants Compliance to Move as Fast as Regulation — Define Ventures Leads $11M Series A

Healthcare compliance has a well-known failure mode: the alert fires, and then nothing happens. A state Medicaid letter lands, a legal team flags it, and somewhere between the memo and the claims configuration system, the change quietly stalls. Readily, a healthcare AI compliance and enterprise oversight platform, is built around that gap — and it has raised an $11M Series A led by Define Ventures, with participation from Y Combinator and the California Health Care Foundation Innovation Fund.

The company describes its problem statement bluntly: traditional legal and regulatory tools alert organizations when a state or federal mandate changes, but they stop there. Readily connects regulatory text directly to internal health plan policies, assigns remediation tasks to accountable teams, monitors operational workflows, and compiles audit-ready evidence.

Mechanically, that means operating as a centralized regulatory intelligence layer. Readily scans and parses federal registers, state administrative updates, and Medicaid plan letters in real time, then automatically maps statutory changes to affected internal policies, member benefit grids, and vendor contracts.

The feature set spans four areas. Automated redlining and policy drafting generates redlined policy revisions and updated procedure language aligned to newly enacted rules, which the company says reduces manual legal and policy review cycles from weeks to minutes. Workflow accountability and task orchestration assigns operational updates to business unit owners — claims configuration, utilization management, network contracting — and tracks completion status across teams. Continuous audit evidence compilation aggregates required universes, correlates operational actions with statutory requirements, and assembles auditable evidence packages meant to let health plans defend their compliance posture during CMS or state audits in seconds rather than months. And human-in-the-loop governance keeps qualified compliance, operational, and legal leaders accountable for final sign-off, so algorithmic analysis augments human oversight rather than displacing professional legal judgment.

The commercial footprint the company is bringing into the round is unusual for a Series A. Readily says it supports health plans and risk-bearing healthcare organizations managing more than 25 million covered lives across 46 states, with major density in California, Florida, Michigan, New York, and Texas. Its payer client base includes national commercial carriers, Medicare Advantage organizations, and regional managed Medicaid plans. It is live in production with L.A. Care Health Plan, described as the nation's largest publicly operated health plan, serving over 2.9 million members.

Readily is not disclosing a valuation or headcount as part of the announcement. The company frames the raise as scaling its AI-native compliance platform, connecting regulatory change to operations across those 25 million lives.