Readily Raises $11M Series A to Automate Healthcare Compliance as Federal Fines Surge

Readily, a San Francisco-based AI compliance intelligence platform for healthcare, has closed an $11 million Series A round. The raise brings the company's total funding to $12 million. Define Ventures led the round, with Y Combinator and the California Health Care Foundation Innovation Fund also participating.

The timing is notable. Federal fines against Medicare Advantage and Part D insurers in the first four months of 2025 already exceeded the combined total from 2021 through 2024, according to CMS data cited by Healthcare Dive. Annual payer compliance spending sits at roughly $8 million per organization, per a PwC study. That combination of rising enforcement and persistent spend is the backdrop against which Readily is pitching its product.

The platform's core function is narrow but specific. It scans new federal and state regulatory updates, maps them against a health plan's existing policies and workflows, and flags gaps before auditors do. Edward Tiong, Readily's co-founder and CEO, described the mechanics plainly: the system takes a new regulation or piece of state guidance, cross-references it against a plan's own documentation, and converts it into an action item. What changed. Which documents and departments are affected. Who owns the fix. What evidence proves the fix was made.

That level of specificity matters in a market where compliance failures rarely stay contained. "An unresolved compliance issue usually isn't just a compliance issue," Tiong told MedCity News. "It touches a contract, a department, a process, a member. We want a leader to see that chain, see who owns the response, and know where to step in."

The Oversight Chain Problem

Tiong frames the opportunity in structural terms rather than purely technical ones. Medicare and Medicaid are trillion-dollar programs, he noted, run through a layered chain of oversight. CMS oversees 50 states. States oversee hundreds of managed care organizations. Those organizations, in turn, oversee thousands of delegated providers. Every link in that chain depends on the same raw material: rules, policies, and proof those rules were followed.

The catch, according to Tiong, is that every link in the chain still runs on manual process. No shared infrastructure exists to automate the paper trail that connects obligations to evidence across that hierarchy. That's the gap Readily is attempting to fill, starting with compliance because, in Tiong's words, it is "the one function connected to everything else."

Define Ventures Principal Hong Truong echoed that framing in describing the firm's investment thesis. She called Readily's ambition the construction of "what we believe will become the AI-native operating system for healthcare organizations that live under heavy regulation." Truong argued that compliance is the right entry point precisely because it touches every other function in a health plan. "For too long, leaders have been making high-stakes decisions without the data or oversight those decisions deserve," she said. "Readily fixes that by beginning with compliance, the one function connected to everything else. Get compliance right, and the rest of the organization comes into view."

That last line is worth sitting with. It signals that Define Ventures isn't backing a point solution. The firm appears to be underwriting a platform play, one where compliance data becomes the foundation for broader organizational visibility. Whether that expansion materializes is a separate question from whether the initial product works, and investors in regulatory technology have learned that distinction the hard way before.

Readily currently operates in 46 states, spanning Medicare, Medicaid, and commercial insurance markets. That geographic footprint is already fairly broad for a company at this funding stage, suggesting the core product has found some traction with health plans willing to hand over sensitive compliance workflows to a third-party AI system. Tiong said the new capital will go toward reaching more plans and building out what he called "the next layer of the product," a layer aimed at surfacing the downstream consequences of compliance gaps rather than just flagging the gaps themselves.

Regtech as a category has attracted steady venture interest for years, but healthcare compliance carries its own regulatory density and liability exposure. A platform that misses a flagged issue, or incorrectly certifies that a fix has been implemented, inherits real risk alongside its customers. Readily's pitch rests on the idea that AI can parse regulatory language and institutional policy documents reliably enough to be trusted with that responsibility. That's a technically harder problem than generic document summarization, and it's the kind of claim that will be tested loudly and publicly the first time a client gets audited.

The Bottom Line

An $11 million Series A is a modest sum relative to the trillion-dollar programs Readily is targeting, and the company's $12 million in total funding leaves it early-stage by most measures. The thesis, however, is coherent: compliance failures are expensive and getting more so, the oversight chain across CMS, states, and providers runs largely on manual process, and a data layer that connects obligations to evidence has real commercial value if it works reliably.

The near-term signal to watch is less the funding round itself and more whether Readily's 46-state footprint converts into renewal and expansion revenue as health plans test the product against live audits. Define Ventures' bet on an "AI-native operating system" framing suggests the firm expects compliance to be a wedge rather than the destination. For now, that remains a thesis rather than a demonstrated outcome, and investors should treat it accordingly.