Praxi Data Core Capabilities: AI-Powered Data Management
Praxi Data’s Core Capabilities: Revolutionizing Data Product Management in Healthcare
Praxi Data’s innovative approach centers around a metadata-first, AI-powered Data Product Management (DPM) framework, expertly designed to operate within the Military Health System’s (MHS) Information Platform (MIP) hosted on AWS GovCloud. This cutting-edge solution delivers governed, reusable data products accessible via API-first methods including REST, GraphQL, and FHIR. By aligning with the Scaled Agile Framework (SAFe) and adhering to rigorous compliance standards like RMF/ATO, Praxi Data is transforming how large-scale health data ecosystems manage, govern, and leverage information.
AI-Powered Data Product Management for Scalable, Governed Data
At the heart of Praxi Data’s offering is its AI-powered governance and stewardship capability. This technology automates the classification, profiling, and reconciliation of diverse data types — structured, semi-structured, and unstructured — across legacy and modern systems. Over 30 automated statistical measures ensure data accuracy, consistency, and quality. The metadata-first design means that only metadata is stored, never the source data itself, significantly reducing breach risk and enabling advanced AI/ML fidelity.
Leveraging patented metadata discovery and classification methods, Praxi Data holds four U.S. patents that enable secure, policy-driven data integration across the MHS platform. This pioneering approach facilitates near real-time pattern discovery and the creation of complex “Derived Objects” — such as Encounter records or Readiness Knowledge, Skills, and Abilities (KSA) metrics — all while automating governance dynamically without major platform disruptions.
Cloud-Native, Security-First Architecture
Praxi’s framework is built on cloud-native DevSecOps principles, with containerized and CI/CD-enabled deployments leveraging AWS GovCloud’s government-compliant infrastructure. Full Role-Based Access Control (RBAC) and Attribute-Based Access Control (ABAC) enforcement are embedded to ensure robust security. The solution features audit-ready logging integrated with Amazon CloudWatch, and adheres strictly to NIST 800-53 guidelines along with Zero Trust security architectures. This results in a hardened, compliant foundation for federal and defense healthcare data environments.
Enhanced Insight Delivery with Retrieval-Augmented Generation (RAG)
An innovative Retrieval-Augmented Generation (RAG) workflow powers Praxi Data’s ability to provide trusted, explainable insights at scale. This involves the integration of fine-tuned open-source large language models (LLMs) with MHS standards such as FHIR, HL7, and the Common Data Model (CDM). The synergy of these components enables mission-critical analytic agility and supports operational readiness by furnishing healthcare professionals and decision-makers with reliable, AI-enhanced data intelligence.
Aligning Data Maturity and Enterprise Agile Practices
Praxi’s data product management solution not only reduces organizational latency but also significantly improves data maturity, as identified by Gartner’s frameworks. By automating profiling, lineage tracking, and integrating policy-as-code gates, the platform enforces governance and quality that scale seamlessly across systems. The framework supports enterprise-level program increments under SAFe, ensuring repeatable, high-quality deliveries that keep pace with evolving mission demands.
Proven Impact and Strategic Partnerships
Praxi Data’s solution has been battle-tested through multiple Department of Defense contracts, including significant work with the Defense Health Agency (DHA) resulting in over $3 million in SBIR funding. The platform supports automated curation of complex healthcare datasets such as MHS GENESIS and DMHRSi while driving AI-powered touchless data collection in Military Treatment Facilities (MTFs).
Conclusion
Praxi Data’s metadata-first, AI-driven Data Product Management framework offers a revolutionary path for managing complex healthcare data environments. By blending patented innovations, rigorous compliance, cloud-native architecture, and advanced AI capabilities, Praxi enables the Military Health System and enterprise organizations alike to unlock governed, reusable, and trustworthy data products at scale — advancing interoperability, compliance, and mission readiness in the process.
