# ShipHappens

- **Event:** [RAISE Summit Hackathon](https://cerebralvalley.ai/e/raise-summit-hackathon)
- **When:** Jul 4 at 9:00 AM – Jul 5 at 7:00 PM (GMT+2)
- **Where:** Paris, France
- **Team:** [Elena Kalinina](https://cerebralvalley.ai/u/Eustachia)
- **GitHub:** https://github.com/elena-kalinina/GreenLight
- **Demo video:** https://youtu.be/EPyhpHghowQ
- **Gallery:** https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/53

Consumers are paying more for sustainable brands, so brands are tempted to over-claim — and the EU now fines greenwashing at up to 4% of turnover. GreenLight is an enterprise grade  line-launch decision agent for fashion retail. It forecasts the commercial upside of a season's sustainability positioning (demand, market size, margins), checks every marketing claim against real EU regulations and supplier evidence, and proactively discovers new claims the brand could honestly make when rising consumer demand meets substantiatable line materials. Claims that can't be substantiated are blocked with the exact regulation cited. The output is a launch determination a responsible-sourcing team can file: recommendation, per-claim verdicts, recommended claim additions, €-exposure avoided, and a confidence score.
It plans, calls tools across multiple data types, retrieves documents more than once when evidence is missing, and aggregates commercial upside vs fine exposure into one decision.

## More from RAISE Summit Hackathon

- [Unit'em](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/50)
- [Blue Brick](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/51)
- [Ghost Walk](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/52)
- [LEAD](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/54)
- [Evidentia](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/55)
- [Team number one](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/56)

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Markdown version of https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/53. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt