Project Summary
Company
Healthcare Startup
Industry
Healthcare Technology
Services
AI Solution Consulting
Location
London, United Kingdom
An innovative healthcare startup, focused on supporting ADHD patients through an app that generates personalized schedules, sought expertise to enhance the AI capabilities of their application. The client faced challenges with generating structured outputs from AI models, which disrupted their pipeline, and needed guidance on optimizing their approach for building effective AI functionalities.
Our Solution Delivered:
Customized AI Implementation: Designed and implemented a solution leveraging ChatGPT’s JSON mode for structured outputs.
Prompt Optimization: Developed and tested tailored prompts to improve model performance and align with client needs.
Rapid Delivery: Collaborated closely with the client to deliver the solution within a tight timeframe, ensuring readiness for testing and launch.
The Challenge
The healthcare startup aimed to empower ADHD patients by providing an app that generates personalized schedules during conversations with an AI bot. While the app’s core features were functional, the AI component struggled with unstructured outputs, causing breaks in the pipeline. The client required a solution that not only ensured consistent, structured outputs but also optimized the AI’s behavior to meet their specific use case.
Time constraints added another layer of complexity, as the client needed the enhanced AI functionality ready for testing and launch within a short period.
The Approach
Our team adopted a systematic and hands-on approach:
Structured Output Solution:
Leveraged ChatGPT’s JSON mode to ensure the AI consistently provided structured outputs, addressing the client’s primary pain point.
Developed strict output validation protocols to ensure reliability and compatibility with their wider pipeline.
Prompt Optimization:
Conducted systematic testing to identify and refine prompts that yielded the best results for the app’s use case.
Customized the prompt designs according to the type of conversation and schedular functionality required by the client.
Client Collaboration and Rapid Delivery:
Worked closely with the client to gather feedback and refine the solution iteratively.
Delivered the project on an accelerated timeline to meet the client’s testing and launch schedule.
The Impact
The collaboration fundamentally transformed the way the startup approached AI in their healthcare app. By focusing on precision and usability, we bridged the gap between cutting-edge AI technology and the specific needs of ADHD patients.
This project exemplified how tailored AI solutions can resolve operational challenges while enhancing user engagement. It also empowered the client with tools and strategies to maintain and scale their AI capabilities beyond this initial implementation. By providing expert guidance and rapidly delivering a robust solution, we helped the startup stay on track with their mission of supporting ADHD patients effectively and innovatively.
