Case Study
AI-powered healthtech ecosystem for Ditto.Care
How Cloud Drift helped a fast-moving healthcare startup reach the market first – building a patient app, professional AI tooling, and full AI model governance at sprinter speed.
Project summary
Cloud Drift partnered with Ditto.Care to help them be first on the market. We delivered a suite of web, mobile and AI tools with a focus on simplicity and best-in-class UX. The quality of delivery convinced the client to cease work with two other vendors and make Cloud Drift their strategic development partner.
Services
- Project Design
- AI Model Operationalisation
- Digital Assets Delivery
Client
The problem
Healthcare tech is crowded – but most of it still fails the people it's meant to help.
The market is full of health apps. They struggle with adoption for predictable reasons:
- interfaces too complex for elderly or non-digital patients,
- doctors reluctant to abandon familiar – if inefficient – tools,
- high compliance burden slowing every product decision,
- and a short window to reach the market before competitors close it.
Speed and simplicity – both, not one
Ditto.Care needed a product that elderly patients could use without training, that doctors would actually switch to, and that could be in users' hands before other players consolidated the market.
The challenge wasn't just building something that worked. It was building something so intuitive and trustworthy that it could drive real adoption – quickly.
The solution
A complete healthtech ecosystem – patient, professional, and AI governance layers built together
We adopted an aggressive yet strategic development approach. Starting from rapid proofs of concept, we moved quickly into visual prototypes and MVPs, gathering real-world feedback to sharpen the roadmap at every iteration.
The result is a suite of interconnected tools covering:
- an AI-powered patient mobile application,
- an intuitive interface designed specifically for elderly users,
- AI-driven tools reducing administrative burden for healthcare professionals,
- and full custom governance over the underlying AI models.
Patients receive plain-language summaries of complex medical explanations with a single tap.
Built for every role in the care journey
The platform covers patients, doctors, and the AI infrastructure that makes both possible.
Patient App
- smart health scanning
- voice recording & transcription
- plain-language medical summaries
- designed for elderly users
Professional Tooling
- smart document capture
- automatic transcriptions
- auto-generated visit summaries
- shareable patient notes
- EHR system integration
Data Privacy
- anonymous usage option
- medical data stored on device
- GDPR-compliant architecture
- minimised compliance risk
AI Governance
- custom AI model control
- long-term model adaptability
- full auditability
- sustainable AI operations
The outcome
Speed of delivery became the defining success factor. The client repeatedly highlighted the unprecedented pace of execution as essential for securing early market traction – and chose to end relationships with two other vendors in favour of a single, trusted partner.
—
Sprints from concept to market-ready MVP.
2
Other vendors replaced as Cloud Drift became Ditto's sole strategic development partner.
—
Users across patient and professional platform.
Need to move fast without cutting corners?
We build healthcare and AI products that users actually adopt – on a timeline that matters.
Let's talk about your product and how we can help you reach the market first.
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