FHIR-Native Master Data Management & Enterprise Master Patient Index
MDMbox
Reduce duplicate records by 90% with a transparent and tunable MDM engine — built natively on FHIR.
Remove Duplicate Records
Bring together data from EHRs, LIS, telehealth, and claims systems, match duplicates, and merge them into a golden record as a single source of truth.
for match operations
records
bulk match throughput for 5M Patients
identifies and resolves matching records in real time
configurable merge logic and controls
built-in interface for duplicate management
How MDM Fits Into Your Product Architecture
Steps to Create One Source of Truth
Import patient records from any system using standard FHIR APIs.
Identify duplicate records using a probabilistic matching model. Works reliably for clean data and remains accurate when records are messy or incomplete. Works with existing records and checks new records for duplicates instantly. Available via standard FHIR APIs or a UI to configure matching rules and review results.
Checks all existing records at once and returns a list of potential duplicates.
Uses a hybrid merge strategy (golden + survivor record). Works via FHIR API or UI. Automatically relinks all related resources from duplicates to the survivor record. Supports safe unmerge, with all actions recorded in a merge log. Notifies external systems via webhooks about merge and unmerge events.
Prevent new duplicates instead of regular full deduplication checks. Send $match request to MDMbox, get list of potential duplicates, and take the right decision.
Automate record merging based on rules you define and control exactly how matches are processed. Implement custom merge policies via API. Define confidence score thresholds. Automatically merge high-confidence matches. Send lower-confidence matches for manual review.
Built-in Data Steward UI
Match, compare, merge, unmerge — all in one interface, with full action history
Build for Production Environments
Transparent architecture designed for scalability, reliability, and control.
MDMbox Pricing
One-time model training (per resource): $10,000
Custom features and enhancements: $100/hour
Resolve Duplicate Records
in one Month
Explore how real-time matching, configurable models, and FHIR-native identity resolution work in practice.
FAQ
Common questions about MDMbox, answered clearly. Can't find what you're looking for? Our team is happy to help.
- Address
- Health Samurai, Inc. San Francisco, CA
- Telephone
- +1 (818) 731-1279
