# Tharshi

- **Event:** [Built with Opus 4.7: a Claude Code hackathon](https://cerebralvalley.ai/e/built-with-4-7-hackathon)
- **When:** Apr 21 at 12:00 PM – Apr 27 at 2:00 AM (EDT)
- **Where:** Online
- **Team:** [Tharshi Sri](https://cerebralvalley.ai/u/tharshi)
- **GitHub:** https://github.com/tharshi92/buy-ops
- **Demo video:** https://www.youtube.com/watch?v=HVcN36nUrQs
- **Gallery:** https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery/238

I run a produce wholesaler. Every morning my team has to buy around 50 - 200 different items from 25+ suppliers at the Ontario Food Terminal. The price lists come in as PDFs and scans. The relationships with each supplier live in iMessage. A lot of the job is just remembering things.                                                                                                              

BuyOps takes that morning and gives it to a team of Opus 4.7 agents. One agent reads every price list and turns the mess into one clean index. Then for each item we need to buy, a separate Claude session looks at the prices, reads the last two weeks of texts with that supplier, and picks the best place to order. If something is off, like a supplier shorted us yesterday or a price quietly went up, the agent stops and flags it instead of guessing.                                                                                                                                                                    

When the picks are in, it groups them by supplier and writes the actual message you would send. You hit copy, paste, edit (if needed) and send.  I built it on real data from my own company, with all the names changed. What used to take a full time data engineer and hours of operational work per day, the agents do in about 45 minutes.

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Markdown version of https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery/238. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt