Fourier Health

Fourier Health is a healthcare technology company that automates the intake and structuring of inbound medical records. Its platform ingests unstructured and semi-structured clinical inputs — faxes, PDFs, scanned and handwritten documents, HL7 feeds, notes and voicemail — then parses, classifies, matches, de-duplicates and extracts clinical elements such as diagnoses, medications and labs, coding them against standards including ICD-10, SNOMED, LOINC and RxNorm. Outputs are reviewed by clinicians in the loop and delivered schema-aligned and cited back to source, so individual fields are traceable.

The product is organized into three lines. Fourier Intake automatically ingests, classifies, sorts, labels and uploads inbound records, which the company says reduces manual entry by 80%. Fourier Insights produces configurable, specialty-specific clinical deliverables — pre-visit status, patient and specialty summaries, decision support, care gaps and index files — embedded directly in the EHR; the company cites integrations with Epic, Cerner and Athena. Fourier Infrastructure delivers clinician-verified, de-identified, HIPAA-grade structured data via API and endpoints including FHIR, REST, CSV and S3, with custom feeds and exports. The platform is described as model-agnostic, positioned as a structuring and staging layer beneath customers' own AI models rather than a replacement for them. Additional described capabilities include querying Health Information Exchange consortiums to augment patient records and reduce manual chart chasing, and support for use cases such as patient intake, second-opinion summaries and pre-charting for annual wellness visits.

Founding story

Fourier Health was founded in late 2023 by Christopher Lee and James Lloyd, both repeat healthcare technology founders. Lee, who serves as CEO, holds a PhD from the Harvard-MIT Division of Health Sciences and Technology and previously co-founded and served as COO of InfiniteMD, an expert medical opinion platform with more than 3,500 specialty physicians that was acquired by Alight (via ConsumerMedical). Lloyd, the CTO, is a former Epic engineer who co-founded and was CTO of Redox, a healthcare interoperability platform reported as integrated with over 9,000 healthcare systems and 120 EHRs and backed by nearly $100 million in funding.

Business model

Fourier Health sells a B2B software platform to healthcare organizations, delivering structured clinical intelligence through EHR-embedded deliverables and API-based data feeds. Engagements center on integration with a customer's existing EHR and workflows, with a proprietary network of specialist clinicians reviewing and validating outputs.

Sources describe enterprise sales of the platform and its data feeds to health systems and other healthcare organizations, but do not specify pricing or contract structure. The company frames its value in customer economics such as reduced administrative time, additional fee-for-service revenue from intake summaries, and risk-adjustment capture.

Traction

Company-reported figures include more than 9 million pages of medical records processed, 19 million clinical annotator events captured, 10M+ labeled data points, an 83.9% reduction in records reviewed per patient, 82% clinician satisfaction, and an F1 score above 0.82. Press materials cite client-reported outcomes of over 98% reduction in document validation, two to three hours of administrative burden returned per patient, average document sorting turnaround under four minutes, a 5-10% increase in evaluation and management revenue opportunities, and 10-15% growth in physician capacity. A customer testimonial reports 52 minutes saved per patient. Third-party coverage listed the company at 2-10 employees as of October 2025.

Latest developments

The $8.4 million seed round was announced on October 17, 2025, with proceeds directed to R&D infrastructure and hiring across engineering, sales and implementation, and to deepening integrations with major EHR vendors and health systems. The company subsequently published product lines covering intake automation, EHR-embedded clinical deliverables and API-based structured data delivery, along with blog posts dated March and April 2026.