Medical coding
Full value from each stay with comprehensive, accurate coding.
Parallel supports your coding team across all areas of activity , finding revenue opportunities directly in the medical record while strictly following official guidelines.









Complete, accurate coding
Parallel supports the DIM team by finding missed codes directly in the medical documentation, while strictly following PMSI rules.
60 to 80%
Acceptance rate in facilities using Parallel
€2,200
Average revaluation per stay
5 min
Time spent per stay in Parallel, vs. 15 min manually
Better valuation. Better traceability. Better control.
Document analysis
AI assistant
Validation
Optimization

One agent, thousands of documents
Our agent automatically analyzes every stay and suggests ICD-10 diagnosis codes and CCAM/CSARR procedures, based on all the medical information in your hospital information system.

Your everyday ally
Ask in plain language to explore a stay's documents in seconds, get precise answers to your coding questions and challenge a decision against the official coding guidelines.

Evidence for every code
Every suggested code is backed by exact quotes from the coding rules and the stay's documents. We only suggest what can be justified, and flag codes that could be justified with more information. Your teams validate with confidence and stay in control at every step. No revenue is left on the table.

Time saved, revenue secured
No more hours spent digging through records: your teams focus on what really matters, their expertise and validation. Every stay is coded faster and more accurately.
Trusted by healthcare providers of all sizes and specialties
From specialized medical centers to university hospitals and regional groups, discover how more than 850 healthcare teams use Parallel to improve operational efficiency and financial performance.


Saint-Lô Hospital: as activity grows, AI gives the DIM essential support
With activity running high and fewer DIM staff after a retirement, the challenge is to keep PMSI coding complete and traceable without adding to the teams’ daily workload.
€2,100
average revaluation per stay
€660K+
in projected annual revaluations
70%
validation rate



Centre Jean Perrin optimizes its revenue more efficiently, without heavy IT integration
Facing highly complex PMSI rules and stretched resources, the center was looking for a simple approach to identify revaluations without adding to the workload of the DIM or the IT department.
€2,800
average revaluation per stay
€600K+
in projected annual revaluations
60%
validation rate



Diaconesses Croix Saint-Simon Hospital Group: a year of activity-based revenue optimized in just a few weeks
Diaconesses Croix Saint-Simon Hospital Group partners with Parallel to optimize its medical coding
€1,900
average revaluation proposed per record
15%
optimization rate on targeted records
75%
of revaluations accepted by the DCSS Hospital Group’s DIM team



Dunkerque Hospital: a strategic partnership across its regional hospital group
Dunkerque Hospital relies on Parallel to transform its medical coding with AI
€2,400
average revaluation per optimized stay
16%
optimization rate on targeted stays
700
stays eligible for optimization each month



Trust backed by evidence.

HDS-certified hosting
Healthcare data is hosted with HDS-certified infrastructure providers.
GDPR Compliant
A privacy-first approach built around European data protection requirements, including GDPR principles.
Strict EU Data Residency
Your data never leaves the European Union, including backups and logs.
Unlock your hospital's performance.
See how Parallel can help your healthcare organization uncover revenue opportunities and give teams more time to focus on care.