# Reuben Idan

- **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:** [Reuben Idan](https://cerebralvalley.ai/u/amanquandoh)
- **GitHub:** https://github.com/reuben-idan/ProfitIdan-Guard
- **Demo video:** https://youtu.be/13wTFXXiqdc
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3145

ProfitPilot AI is the AI CFO for African wholesale distributors — owners who see sales
  climbing while cash mysteriously disappears before payroll. The owner uploads five record
  files (invoices, supplier bills, bank movements, sales, inventory — CSV, TSV, JSON, or
  Excel) or starts with the built-in Accra Foods demo, then asks a plain question by typing
  or voice: "Sales are up but I'm running out of cash. Find the problem and tell me what to
  do first."

  A Muse Spark agent investigates with tools, not memory: it calls 10 deterministic finance
  tools (revenue, margins, bank reconciliation, receivables, payables, inventory aging, cash
  forecast, KPIs, ranked collections, customer exposure), all computed in Decimal code. Then
  TradeGuard, our verification layer, independently re-runs every figure — each finding is
  graded verified, unverified, or contradicted, with source record IDs as evidence. Finally
  the agent drafts the highest cash-impact next action (payment reminder, supplier review,
  purchase hold) as a WhatsApp-ready message — but nothing sends without owner approval, and
  every approval is audit-logged.

  Without an API key the app still delivers value: Instant Review runs the same tools and
  verifier deterministically in seconds, so judges and free-tier deployments always see
  verified answers. The mobile-first UI adds a live cash snapshot (no AI call needed), voice
  questions, CSV templates, history, and an ROI-priced pricing page. Demo data is fully
  synthetic with planted, hand-verified problems (GH₵27,000 overdue, −GH₵14,000 slip
  scenario).

## More from Meta Global AI Developer Hackathon

- [Astra](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3142)
- [Athena on Muse](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3143)
- [DataPig](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3144)
- [RoadLens](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3146)
- [zeroedits](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3147)
- [R.AMBRISH](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3148)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3145. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt