ReadyRule provides the structured, high-fidelity data inputs necessary for AI agents operating in legal and insurance contexts. Large Language Models (LLMs) often struggle with the extraction and synthesis of information from complex, multi-page regulatory PDFs, which frequently lead to hallucinations regarding dates, fine amounts, or citation severity. By providing a normalized API, ReadyRule allows developers to build agents that can accurately assess facility risk, perform automated legal discovery, or monitor compliance portfolios without the overhead of manual document processing.
Within the agent ecosystem, ReadyRule is a vertical data provider that enables "agentic underwriting" and "automated litigation support." As the industry shifts toward autonomous agents that can make preliminary insurance pricing decisions or triage legal leads, the availability of structured regulatory primitives becomes a prerequisite for reliable performance. ReadyRule sits firmly in the data layer of the agent stack, turning messy public records into clean tokens for model consumption.
Transparency in the licensed care industry is often a technical illusion. While state and federal agencies are legally required to publish inspection reports, citations, and ownership changes, they typically do so through a fragmented collection of unsearchable PDFs and undocumented web portals. For an attorney building a negligence case or an underwriter assessing risk for a thousand-facility portfolio, this lack of data liquidity is a significant barrier. ReadyRule is a data infrastructure company that solves this by parsing, normalizing, and licensing these records as structured data.
Founded by Jason Choi and based in California, the company focuses on the high-stakes world of eldercare, childcare, and clinical facilities. The platform is not a simple scraper; it is a transformation engine that turns narrative inspector notes and scattered fine tables into a queryable schema. Their database currently covers over 60,000 California facilities at full inspection depth, alongside federal records for nearly 15,000 Medicare-certified nursing homes across all 50 states.
ReadyRule structures its data around what it calls "seven primitives." These include visits, citations, fines, narratives, ownership, regional patterns, and provider responses. By normalizing these across disparate sources—such as the California Community Care Licensing Division (CCLD), the California Department of Public Health (CDPH), and the federal Centers for Medicare & Medicaid Services (CMS)—ReadyRule allows users to compare facilities across different jurisdictions or regional offices.
The technical difficulty of this work lies in the narratives. Inspectors write detailed descriptions of facility failures, which ReadyRule extracts and dates, allowing for the reconstruction of an "ownership chain" or a "citation chronology." This is particularly useful for elder-law attorneys who need to establish patterns of neglect that predated a specific incident, or for multi-unit operators who want to spot "drift" in their own compliance before a formal inspection occurs.
One of the more unusual strategic choices ReadyRule has made is the introduction of a free public record search that allows licensed care providers to respond to their own inspection records. In the standard regulatory environment, a state citation is often the final word on the public record. ReadyRule provides a voluntary platform for facilities to add context or evidence of correction. This serves two purposes: it creates a more balanced record for the public and it establishes ReadyRule as the primary destination for the industry to interact with its regulatory history.
ReadyRule occupies a niche between general-purpose business intelligence and high-end legal discovery. While traditional competitors might provide basic business identity data, ReadyRule focuses on the enforcement-officer level of detail. Their roadmap indicates an aggressive expansion beyond California into states like Texas, Washington, and New York.
They deliver this data through three primary surfaces: an API for platforms and aggregators, a dashboard for multi-unit operators, and primary-source dossiers for attorneys. By charging per-matter or through annual licenses, they align their pricing with the high-value decisions their data informs. As regulatory scrutiny on private-equity-owned nursing homes and large childcare chains increases, the demand for this specific brand of structured transparency is likely to grow alongside the complexity of the underlying documents.
Structured compliance records for licensed care facilities, delivered via API or dashboard.
ReadyRule is hiring.