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.

Starts at $15,000 per year.

Book a Demo Try MDM Locally

Remove Duplicate Records

Bring together data from EHRs, LIS, telehealth, and claims systems, match and merge duplicates into a golden record to create a single source of truth.

Milliseconds

for match operations

100M+

records

20 minutes

bulk match throughput for 5M Patients

Instant Deduplication

identifies and resolves matching records in real time

Auto-Merge

configurable merge logic and controls

Data Steward UI

built-in interface for duplicate management

Steps to Create One Source of Truth

Upload your data

Use FHIR API for data import

Import patient records from any system using standard FHIR APIs.

Try matching

Use $match for Probabilistic Matching

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 stored in your systems
Checks new records for duplicates instantly as they appear

Available via standard FHIR APIs or a UI to configure matching rules and review results.

Bulk Match Dataset

Detect duplicate records across the entire dataset in one operation

Checks all existing records at once and returns a list of potential duplicates.

Merge Duplicates Into Single Record

Use customizable merge to work with the fields you need

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.