One Medical Enhances Patient-Centered Care Leveraging AWS AI and ML Services
One Medical is a US-based membership primary care company focused on delivering high-quality, human-centered healthcare through a purpose-built technology platform. The challenge was to reduce administrative burden on healthcare providers to improve patient care experience and provider satisfaction amidst physician burnout due to systemic inefficiencies and administrative overload. One Medical developed its proprietary Electronic Health Record (EHR) system called 1Life, hosted on AWS and built with Amazon Bedrock and Amazon SageMaker machine learning services to automate workflows including document processing and patient record summarization. The solution offers a seamless clinical experience allowing providers to see all patient details and actions from one screen and supports secure in-person and virtual care interactions. Impact includes clinicians spending more time with patients, improved operational efficiency, scalable infrastructure supporting expansion, and ongoing exploration of generative AI for telehealth communication enhancements.
- Organization
- One Medical
- Industry
- Healthcare
- Location
- United States
- Published
- May 2026
Reported outcomes
Strategic outcomes
Why do we believe this deployment?Customer identity, provider attribution, maturity, and source checks
- Customer
- One Medical
- Provider
- AWS
- Maturity
- Production
- Linked source
- AWS Customer Stories
Impact includes clinicians spending more time with patients, improved operational efficiency, scalable infrastructure supporting expansion, and ongoing exploration of generative AI for telehealth communication enhancements
Primary read
Use case focus
Showing 3 of 3
- 1Electronic Health Records
- 2Document Processing
- 3Patient Care Optimization
- Physicians spend significant time on administrative work reducing patient care time.
- High provider burnout driven by systemic inefficiencies and regulatory demands.
- Need for technology to streamline provider workflows without resorting to third-party systems.
- Built proprietary EHR (1Life) on AWS using Amazon Bedrock and Amazon SageMaker to automate document processing and summarize patient records.
- Enabled unified, simple user experience for providers to manage patient interactions and documentation efficiently.
- Integrated security and privacy controls to meet healthcare compliance requirements.
- Exploring generative AI to assist providers in telehealth interactions with patients via large language models.
- Providers spend more time with patients and less on administrative tasks.
- Improved healthcare delivery consistency and provider satisfaction.
- Seamless support for in-person and virtual care fostering patient engagement.
- Scalable cloud platform supporting rapid technology and service expansion.
Sources & evidence1
- Customer explicitly identified
- Deployment status explicitly supported
- Primary source available
- Technical implementation details available
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