Accurate codes. Auditable output. One API call.
Integrate the world’s most accurate medical coding AI in hours. One API call returns structured predictions, supporting evidence, and a complete audit trail.
Bad medical coding costs billions.
Generic LLMs don’t reason codes
Every code in the note comes back. No selectivity, no audit trail, no chain of custody your compliance team can stand behind.
ML pipelines break every October
Coding updates require retraining. Every cycle creates an accuracy gap, and you own the maintenance problem.
RCM services don’t scale
Sold with implementation projects, not API access. Integration means a vendor contract, not a function call.
An AI coding engine that reasons like a trained coder
Reasons over clinical data to determine which conditions should be coded and why, then traverses the coding hierarchy to find the most specific correct code. Every prediction returns source evidence, ranked alternatives, and a justification grounded in coding rules.
Ranked #1 on automated medical coding benchmarks
What developers are saying
Global coverage across the world’s major coding systems
Built for the complexity of medical coding
How Symphony for Medical Coding stacks up
Explore Agents and build with medical coding Experts
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Struck by a Duck
It’s a real medical code. So are thousands more that reveal how each country lives. Dive into the data behind modern medical coding.
Discover the research behind Symphony for Medical Coding
Frequently asked questions
Common questions and answers when building with Symphony for Medical Coding.
How accurate is Symphony for Medical Coding?
Symphony is ranked #1 on automated medical coding benchmarks. Unlike generic LLMs that return every possible code, Symphony reasons over clinical data to select only the codes that should be documented, with ranked alternatives and source evidence for each prediction.
How long does it take to integrate?
Hours, not months. Symphony is API-native, so integration is a single function call. No implementation project, no vendor contract, no custom pipeline to maintain.
How does Symphony handle annual coding updates?
Coding logic is built into the engine, not trained into an ML model - so there's no retraining required when coding guidelines change. Symphony stays current without the October accuracy gap that plagues traditional CAC tools.
Is Symphony HIPAA compliant?
Yes. Symphony is built for healthcare environments, including support for sovereign cloud deployments for organisations with strict data residency requirements.
What does an API response actually return?
Each call returns structured code predictions, the supporting clinical evidence, ranked alternatives, and a written justification grounded in coding rules - everything your compliance team needs for a complete audit trail.
Can't I just use ChatGPT or another generic LLM for coding?
General-purpose LLMs have no coding rules logic, no selectivity, and no audit trail. Symphony is purpose-built to reason through the coding hierarchy the way a trained coder would. With every decision traceable back to the source note.