Inspiration
In many developing urban markets across Africa, finding a reliable electrician, plumber, or mechanic relies heavily on word-of-mouth recommendations. Homeowners risk low-quality service or fraud, while skilled independent artisans lack a digital footprint to build a reputation. We built TrustFix to bridge this trust gap by creating a transparent, AI-enhanced service marketplace tailored for emerging regions.
What it does
TrustFix connects local homeowners directly with verified service professionals.
- AI Smart Search & Matching: Uses light semantic analysis to match complex home repair requests with the most relevant skilled artisans based on proximity, credentials, and track record.
- Automated Trust Verification: Leverages AI parsing to evaluate uploaded artisan verification documents, work samples, and customer reviews to maintain high community trust standards.
- Localized Discovery & Portfolios: Allows users to inspect skill badges, verified client feedback, and past project photos before booking.
How we built it
- Architecture: Edge-native backend running on Cloudflare Workers deployed at
https://trust-fix.nlk-apps.workers.devto deliver minimal latency on mobile networks. - AI & Search: Integrated lightweight AI inference models for claim/credential verification and intent-based artisan matching.
- Database & Auth: Supabase (PostgreSQL) handling real-time data persistence, vector similarity, and Row Level Security (RLS).
- Frontend: Mobile-first, responsive web client optimized for low data consumption.
Challenges we overcame
- Network & Compute Constraints: Running fast AI inference and image verification workflows efficiently at the edge without introducing latency for mobile users.
- Verification Accuracy: Designing backend validation pipelines in Supabase and Cloudflare to accurately process artisan profiles while minimizing manual admin overhead.
Accomplishments that we're proud of
- Successfully integrating AI micro-services into an edge-computed architecture powered by Cloudflare Workers and Supabase.
- Creating a practical solution to increase economic access and safety for homeowners and artisans alike.
What we learned
- Deploying serverless AI logic and dynamic routing at the edge using Cloudflare Workers.
- Optimizing vector and relational database schema performance for constrained mobile networks.
What's next for TrustFix
- AI Voice-to-Service Requests: Allowing homeowners to describe repair issues via voice notes in local dialects, automatically converted into structured service requests.
- Escrow Integration: Adding mobile money (MTN MoMo / Orange Money) escrow workflows.
Built With
- ai
- fastapi
- html5
- javascript
- postgresql
- python
- supabase
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