Understanding the business

HealthOrbit is designed to simplify one of the most time-consuming aspects of healthcare—medical documentation. By converting patient-doctor conversations into structured SOAP notes, the platform enables healthcare providers to focus more on patient care rather than administrative tasks.

The system intelligently processes dialogues, extracts relevant clinical information, and organizes it into standardized formats that can be easily integrated into healthcare systems.

The challenge: From raw conversations to structured clinical data

Medical conversations are complex, unstructured, and highly contextual. Translating them into accurate clinical documentation presents multiple challenges:

• Unstructured input:
  Conversations vary widely in format, tone, and medical terminology.
• Role identification:
  Differentiating between patient and doctor inputs accurately is critical for clinical relevance.
• Context preservation:
  Ensuring that important details are not lost or misinterpreted during processing.
• Accuracy requirements:
  Even minor errors in medical documentation can have significant implications.
• System integration needs:
  The output had to be structured and compatible with existing healthcare systems.

These challenges required a solution that was both intelligent and reliable.

Our approach: Combining AI precision with system design

We approached HealthOrbit by blending advanced NLP capabilities with robust backend engineering, ensuring both accuracy and usability.

From insight to execution

• Leveraged advanced LLMs (LLaMA 3.1, GPT-4, Claude Sonnet 3.5) to accurately process medical conversations
• Designed a system to structure outputs into clear SOAP components
• Built pipelines to extract context, identify roles, and generate consistent JSON outputs
• Ensured high accuracy while maintaining performance and scalability

The impact: Faster, smarter clinical documentation

The solution significantly improved how medical documentation is handled:

• Reduced time spent on manual documentation
• Achieved over 95% accuracy in SOAP note generation
• Enabled seamless integration with healthcare systems via structured outputs
• Allowed healthcare providers to focus more on patient care

The result is a system that transforms conversations into actionable clinical intelligence.

What this means for businesses like yours

HealthOrbit demonstrates how AI can be applied not just for automation, but for meaningful transformation in high-stakes environments.

At Codigo Mantra, we combine AI capabilities with strong system design to build solutions that are accurate, scalable, and ready for real-world use.