# Sparkl

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Ernesto La Fontaine](https://cerebralvalley.ai/u/Pajarraco)
- **GitHub:** https://github.com/pajarraco/Sparkl
- **Demo video:** https://youtu.be/txohIZv-GjE
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/635

Sparkl is a two-sided marketplace connecting vacation-rental hosts with cleaning professionals. Hosts post cleaning jobs tied to guest turnovers; cleaners browse nearby jobs and claim them. It was built for the Meta Global AI Developer Hackathon.

Core MVP flow: a host signs up, adds a property, and posts a cleaning job (via form or a chat assistant with price hints and voice input); the job appears on an open job board where cleaners browse ranked listings; either side can initiate (cleaner requests, or host offers to a suggested cleaner), and the job is claimed once both sides agree; host and cleaner then coordinate via per-job chat through the job lifecycle (open → claimed → in_progress → completed); afterward both leave mutual reviews.

Key differentiator: ranked, bidirectional matching — hosts see suggested cleaners, cleaners see jobs ranked by fit (rating, distance, availability, completed jobs, acceptance rate, response time), with deterministic match reasons shown in the UI, not just a newest-first list.

Built English-first with i18n scaffolding for future Spanish support; no in-app payments, auto-assignment, or admin panel in MVP scope.

## More from Meta Global AI Developer Hackathon

- [NetSentinel](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/632)
- [SnapPipe](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/633)
- [Fieldless](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/634)
- [Naveenx](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/636)
- [Rankall.io](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/637)
- [NetOps Copilot](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/638)

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