Healthcare Providers|Product Engineering|Increase Efficiency

JotPsychClinical documentation

Building speech tools threatened product focus. Integrating models handled the backend, freeing engineers to build clinical workflows.

Jan 4, 2026|1 month ago

Key results

Doc Time Reduction
90%
Customer Growth
10x

The company

JotPsych logo

JotPsych

jotpsych.com

AI-powered medical scribe for behavioral health professionals.

IndustryHealthcare Providers
LocationNew York, NY, USA
Employees1-10
Founded2023

Result highlights

  • 90% documentation time reduction for clinicians
  • 10x customer growth in first commercial year

The story

A healthcare software company developing an ambient AI scribe specifically engineered for the complex workflows of behavioral health providers.

Therapy sessions often involve multiple speakers and complex audio environments, making accurate transcription technically difficult to build from scratch. Developing a proprietary speech engine would have diverted engineering resources away from core product differentiation.

The team integrated AssemblyAI’s Universal Speech-to-Text and Speaker Diarization models to accurately attribute speech in multi-party sessions. They subsequently deployed Universal-Streaming capabilities to enable real-time transcription features without rebuilding foundational infrastructure. This API-first architecture allowed developers to focus on clinical workflows rather than backend speech pipelines.

Scope & timeline

  • 75% engineering time savings on infrastructure

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