Readily Raises $11 Million to Automate Compliance Work for Health Plans
Readily has secured $11 million in Series A funding to expand an AI platform built for regulatory compliance across health plans and healthcare organizations. The round was led by Define Ventures, with participation from Y Combinator and the California Health Care Foundation Innovation Fund.
The company is aiming at a problem that consumes large amounts of staff time inside payer organizations: tracking changing rules, mapping them to policies, documenting actions, and preserving proof for audits. In that workflow, the burden is rarely the regulation alone. The strain comes from the sheer volume of requirements, the constant pace of updates, and the need to prove that every task was completed correctly and on time.
Readily’s system connects regulatory requirements with policies, assigned actions, and supporting evidence. Its purpose is to reduce the manual research and review that compliance teams still carry out with binders, spreadsheets, and fragmented internal processes. In a sector where oversight is continuous and documentation failures can be costly, the attraction is obvious: automate the reading and matching, preserve human decision-making, and keep a defensible audit trail.
CMS Rule Changes Drive the Core Use Case
The platform is designed to ingest new Centers for Medicare and Medicaid Services rules and compare them against existing policies and contracts in hours. It then identifies gaps and action items for the teams responsible for compliance operations. Once those tasks are assigned, the platform tracks whether the work was completed and stores the evidence needed for auditors.
One sentence captures the operating model: the AI does the reading and the matching, while the compliance officer decides.
That division of labor is central to how Readily frames its technology. In a regulated environment, most buyers are not asking software to replace judgment. They want a system that can handle repetitive document work, surface discrepancies faster, and reduce the chance that a new rule gets lost in the churn of daily operations. The technology’s value lies in narrowing the gap between rule issuance and operational response, especially when requirements can change hundreds of times a year.
Chief executive and co-founder Edward Tiong said the company emerged from repeated encounters with health plan teams that were overwhelmed by audits and new requirements. Before founding Readily, he sold medical coding software to health plans and kept running into the same cancellation pattern: compliance leaders were too busy responding to audits or newly issued rules to take meetings. The result was a view into a sector that was heavily regulated but still organized around manual oversight.
He described the underlying problem as a trillion-dollar government program operating under 10,000 requirements that change 700 times a year. Whether or not that number is the right shorthand for the entire regulatory environment, the operational pressure is clear: compliance teams need faster ways to keep up without losing evidence quality or governance control.
Scale Across Medicaid Managed Care and L.A. Care Use
Readily says its platform works with healthcare organizations covering more than 25 million covered individuals across 46 states. The company also said revenue has grown 10-fold.
One of the most visible customers is L.A. Care, the nation’s largest publicly operated health plan. Tiong said L.A. Care uses Readily to streamline administrative compliance work and support regulatory oversight within its existing infrastructure, freeing staff for work that matters to members. He also said Readily works with more than 60% of California’s Medicaid managed care plans.
Todd Gower, chief compliance officer at L.A. Care Health Plan, said the organization is incorporating AI-enabled tools to complement its compliance infrastructure and established processes. The stated goal is to streamline administrative activities, support regulatory oversight, and devote more time to higher-value compliance work that ultimately supports members.
The healthcare implications here are less about automation in the abstract and more about operational resilience. Compliance officers inside Medicaid managed care plans sit at the intersection of state oversight, federal requirements, and contract execution. When those systems are brittle, the organization spends more time assembling evidence than correcting problems. A platform that can organize requirements, actions, and proof in one place may reduce the lag between regulatory change and internal response.
Investors See Margin Pressure and Oversight Pressure Converging
Define Ventures Principal Hong Truong said payers are feeling pressure from both sides: regulatory scrutiny is intensifying while margins are tightening. In that environment, AI investment becomes less of a novelty and more of a defensive operating strategy. The goal is not just efficiency for its own sake. It is to create a workflow that can absorb more oversight without proportionally increasing headcount or administrative drag.
Truong said Readily begins by helping organizations get ahead of their regulatory obligations and can later become the operational backbone of the organization. The pitch is credible because it addresses a daily reality for health plans: compliance work cannot be postponed, and it cannot be done carelessly. Each new rule creates a chain of downstream tasks, and each task requires documentation that will stand up under review.
For investors, the appeal is structural. Health plans must comply whether markets are favorable or not, and the administrative burden does not ease when margins compress. Software that can reduce manual review, improve consistency, and maintain an evidence trail fits directly into that pressure point.
Readily’s next challenge will be proving that its automation can scale without weakening oversight or creating new blind spots. In compliance-heavy settings, speed is useful only if the record remains complete, the accountability remains clear, and the organization can still defend its decisions during an audit.