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CASE STUDY

Sully AI

AI clinical workflow automation platform that leverages modular AI agents to streamline administrative and documentation tasks across healthcare operations.

Industry Healthcare Technology

Solution AI Clinical & Administrative Workflow Automation

Engagement 6 Months

Services AI & Full Stack Development

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Client Context

Sully.ai is a United States–based healthcare AI technology company building a suite of modular “AI medical employees” — including AI nurses, receptionists, scribes, coders, and more — to automate clinical and administrative workloads across hospitals and clinics. Its solutions plug into existing electronic health record (EHR) systems and support tasks from intake to documentation and coding.

Founded in 2023 and backed by investors including Y Combinator and Amity Ventures, Sully.ai serves hundreds of healthcare organisations with AI agents that reduce manual workload, improve throughput, and enhance clinician experience by handling routine tasks and freeing medical professionals to focus on patient care.

AI Clinical Workforce Automation

EHR & Administrative Integration

Modular AI Agent System

The Challenge

Healthcare organisations faced high administrative burden, clinician burnout from documentation and workflow tasks, inconsistent charting quality, and inefficient shift in clinician time from patient care to paperwork. The need was to automate routine clinical and administrative processes at scale while maintaining clinician oversight and compliance.

High clinician workload

Inconsistent documentation quality

EHR integration complexity

Real-time workflow responsiveness

Our Solution

We built an AI workflow automation platform that integrates a suite of specialised AI agents with healthcare operations. These models automate patient intake, real-time clinical documentation, coding assistance, and administrative tasks while preserving clinician review and control.

AI Agent Integration

Modular AI agents for intake, triage, documentation, and more.

Clinical NLP Models

Specialised NLP for understanding and structuring clinical text.

Real-Time Inference Services

Low-latency APIs feeding automated workflows into EHR systems.

Audit & Compliance Controls

Clinician review, logging, and governance embedded in outputs.

How We Delivered

Discovery & Alignment

Analysed administrative bottlenecks, workflow pain points, and EHR integration needs.

Architecture & Planning

Designed scalable pipelines and compliance framework for clinical NLP and AI services.

Engineering & Integration

Developed secure preprocessing, model training, inference APIs, and EHR connectors.

Testing & Validation

Validated accuracy, safety, and integration behaviour in live scenarios.

Deployment & Support

Rolled out production, monitored performance, and enabled feedback loops for continuous improvement.

Outcomes Delivered

45% Reduction in Administrative Workload

AI agents automated repetitive documentation and intake tasks, significantly reducing clinician time spent on non-care activities.

30% Improvement in Documentation Consistency

Structured AI-generated notes enhanced accuracy and standardization across clinical records.

2x Workflow Throughput Increase

Automation layers enabled healthcare teams to handle higher patient volumes without proportional staffing increases.

99.7% System Reliability

High-availability infrastructure ensured stable, real-time integration with EHR systems across deployments.