
Clinical Care
Practices, Clinics, Labs
Life Science
Pharma, Biotech, CROs
WHY WE DO IT
Every day, an immense wealth of clinical knowledge is generated across thousands of clinics and practices. Diagnoses, lab results, and pathology reports hold the answers to the most pressing medical questions of our time. Yet, these valuable insights remain trapped in unstructured data silos.
We founded MPIRIQ because unused data isn't just an administrative issue - it is the biggest bottleneck in modern medicine. Millions of patient visits generate invaluable longitudinal data daily. If we could standardize and correlate this data, patients would receive highly targeted treatments, and clinical development cycles would be drastically shortened.
The knowledge is already there. The bridge to research is missing. We are here to build it.
The reality today
Digital solutions were promised to reduce workloads, but in real-world clinical settings, they only fragment data assets.
100+
Systems
Private practices, medical care centers, and clinics operate in isolation using incompatible systems. A structured, cross-system data exchange is virtually nonexistent.
+5 Million Documents
Essential medical reports are locked in unstructured PDF formats. Manual processing drains valuable capacities that should be spent on patient care.
80%
Unused
A massive volume of treatment data exists, yet it remains completely inaccessible to medical research and evidence generation.
Our SOLUTION
Completely overhauling the healthcare IT infrastructure would take decades and drain massive resources. We are not taking that path.
Instead, MPIRIQ integrates as an intelligent, interoperable layer on top of existing systems. Running parallel to current Practice Management Systems (PMS) and archives, our software automatically standardizes unstructured data and PDFs.
The Synergy: The exact moment we structure the patient file for the physician—saving them crucial time at the point of care—we simultaneously generate the foundation for tomorrow's clinical research.
In · Raw documents
Doctor's letter
Lab report
Handwritten note
Scan
Radiology image
DICOM
MPIRIQ
ENGINE
Extract
Structure
De-identify
in real time · at the source
Out 01 · For care
Structured patient history
straight into the doctor's existing system
Out 02 · For research
De-identified data packages
Labs
Diagnoses
Pathology
Medication
research-ready · trustee-verified
The MPIRIQ engine extracts, structures, and de-identifies raw medical documents in real time.
Status Quo
70
Connected locations
10+
Years of treatment history
200
Physicians in the network
1.0 M
Patient histories
5
Research partners
Founded in 2024, with 750 to 1,000 structured data points per patient across more than a decade of real-world care.
For care
MPIRIQ solves the problem of fragmented patient data. The software automatically aggregates the daily flood of documents into a seamless, structured patient history within the physician's familiar interface. Reports become readable, medical histories transparent, and registry exports error-free. We minimize bureaucratic overhead to shift the focus back to what matters most: the patient.
Structured patient histories, seamlessly integrated into familiar clinical workflows.
Automated preparation of discharge letters and repeating documents.
Intelligently linked diagnostic analysis, replacing chaotic PDF stacks.
100% Consent-Driven: Data processing for research purposes strictly requires explicit, legally compliant patient consent.
The Physician as Gatekeeper: Inclusion and exclusion criteria for clinical trials are matched automatically. However, the final validation and decision regarding trial participation remain entirely with the treating physician.
Scalable Real-World Evidence: Delivery of de-identified, highly structured data packages under the strictest adherence to maximum privacy standards.
For research
Streamlining clinical workflows at the point of care simultaneously opens the door to tomorrow’s evidence-based medicine. By providing research-ready, structured datasets, we unlock previously inaccessible data pools. For the pharma and biotech industries, this means a drastic reduction in time-to-market and a significant optimization of clinical development costs in the seven-figure range.
Our principles
Secure at the
Source
Patient data is de-identified right at the point of origin. Research operates exclusively with structured insights, never with identities.
Zero Operational Overhead
MPIRIQ integrates seamlessly into existing clinical workflows without requiring complex software migrations or process changes.
Focus on
Evidence
We do not replace medical expertise; we provide the data-driven foundation that empowers physicians to make informed, evidence-based decisions.
Our leadership Team
MPIRIQ unites deep clinical practice expertise with cutting-edge data science. We understand the pain points of daily clinical operations just as precisely as the complex data requirements of international research.

