# Linevora

- **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:** [Efe Genis](https://cerebralvalley.ai/u/arronn)
- **GitHub:** https://github.com/arronn35/linevora-project
- **Demo video:** https://youtu.be/Xk3kxkANxxk
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1044

Linevora helps industrial sales teams turn unstructured customer inquiries into traceable, reviewable quotes. A user uploads a request document or text; the system preserves the original, extracts requirements with page-level source references, matches them to catalog products with scores and reasons, and highlights missing information, alternatives, and changes between request versions. Specialists can review and correct suggestions before generating a draft quote from versioned prices and terms. Approval and audit records keep the final output accountable. The MVP/demo includes a web panel, API, asynchronous processing, evaluation checks, and PDF export.

## More from Meta Global AI Developer Hackathon

- [Attest](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1041)
- [Stalewell](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1042)
- [OSMS](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1043)
- [Montivo](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1045)
- [HABITA AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1046)
- [Zynplex](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1047)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1044. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt