⚠️ Important Disclaimer Operational Use Only: This application is a Social Care Management Platform designed to assist with logistics, compliance and safeguarding monitoring. It does not provide medical diagnoses, treatment advice or clinical decision support. All AI analysis is for operational efficiency and documentation purposes only.
Inspiration
The UK social care sector is in crisis.
Traditional staffing agencies routinely charge 50%+ commission, forcing care homes to overspend while carers remain underpaid. Families remain disconnected from daily care, and compliance is buried under paperwork instead of proactive safeguarding.
Agencies are extracting £10/hour simply for brokering shifts, while carers doing the real work struggled financially. It became clear the problem wasn’t just staffing shortages. It was about trust, logistics, compliance, and cash flow.
I set out to build an Intelligent Care Ecosystem where: • Carers keep 95% of their earnings • Compliance is automated, not manual • Safety is monitored continuously by AI
I had zero coding experience. This project exists to prove that, with modern AI tools, a domain expert can build a complex technical solution capable of fixing a broken industry.
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What It Does
UK Social Care App is a full-stack AI operating system that replaces the agency model. It serves five user groups through a unified, real-time platform.
👩⚕️ Carers • Income Maximizer bundles high-value shifts • Instant payouts via the platform • Full control over schedule and earnings
🏥 Care Homes • Live Radar map showing verified carers nearby • Fill shifts in seconds instead of hours • AI-driven staffing demand forecasts
👨👩👧 Families • Digital Care Passport for each loved one • Real-time care updates • Personality-matched carer recommendations
🛡️ Compliance & Safeguarding • Safeguarding Sentinel scans daily care logs • Flags risk keywords like agitated, bruise, withdrawn • Enables early intervention before neglect escalates
🧑💼 Admins • Marketplace health monitoring • Fraud detection • Supply-demand optimisation
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How We Built It
This project was built end-to-end using Google AI Studio and Gemini 2.5 / Gemini 3 as co-founders and lead engineers.
Frontend Architecture • React + Vite + Tailwind CSS • Mobile-first dashboards for carers • Desktop-optimised views for care managers • Responsive grids to support phones, tablets, and large admin screens
AI Core (Gemini 2.5 & 3)
Using the @google/genai SDK, Gemini powers: • Matching Logic Analyses unstructured Care Plans and Carer Bios to compute a Compatibility Score • Voice-to-Text Compliance Converts spoken care notes into structured, CQC-compliant JSON reports • Predictive Analytics Forecasts staffing shortages using historical shift data
Backend Simulation • Firebase Auth + Firestore • Real-time data syncing • Live geolocation tracking for the Live Radar feature
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Challenges We Faced
1. No Technical Background
Starting from zero coding knowledge was the biggest challenge. • Gemini explained core concepts like components, state, hooks, and npm in plain English. • This transformed fear of the “blank screen” into a repeatable build process.
2. Hallucinations vs Compliance
AI output for regulatory compliance cannot be wrong. • Solved by enforcing JSON Schema validation • Ensured outputs were consistent, auditable, and predictable
3. Responsive Layout Issues
Designing dashboards that worked on both phones and large monitors caused spacing and overlap issues. • Solved using responsive grid systems (grid-cols-1 md:grid-cols-3) • Eliminated trapped whitespace and layout breakage
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Accomplishments
• Built a Complex Multi-Role Platform from Scratch
Including real-time geolocation, AI matching, compliance automation, and payment simulation • Safeguarding Sentinel AI actively detects early signs of health deterioration This feature has genuine potential to prevent harm and save lives • Economic Model Innovation Demonstrated that a 5% platform fee can replace a 50% agency cut, increasing carer pay while reducing care home costs
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What We Learned
• AI Should Augment, Not Replace Care
Let humans focus on caring. Let AI handle logistics, compliance, and monitoring. • Prompt Engineering Is Programming Clear business logic written in natural language produces better systems than vague technical specs. • UX Is Operational Infrastructure In high-stress environments, the most important action must always be obvious.
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What’s Next
• Video Updates for Families
Using Gemini’s multimodal capabilities for activity-based video updates • Live Voice Agents Voice-first interfaces using Gemini Live API for elderly users who struggle with touchscreens • Real-World Pilot Beta testing with a care home in Manchester to validate the 5% economic model in production
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