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How to find and vet suppliers from the web plus a seed list, and produce a ranked, contactable list. Use at the start of a procurement run.
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Based on SOC occupation classification
Tactics for buyer-side price negotiation - anchoring, concession strategy, trading for value, and walk-away discipline. Use whenever negotiating a quote over email or voice.
How to write a Request for Quote that gets fast, specific, comparable responses. Use when drafting supplier outreach.
The run state schema and how to compute and report the monitored result (dollars and percent saved, time elapsed). Use to read/write run state and to produce the hero metric the dashboard displays.
How to set up and trigger the live AI-vs-AI phone negotiation with Vapi (or Retell/Bland) - two assistants, an outbound call, and transcript streaming into run state. Use for the voice close.
| name | supplier-sourcing |
| description | How to find and vet suppliers from the web plus a seed list, and produce a ranked, contactable list. Use at the start of a procurement run. |
data/seed-suppliers.json) guarantees the demo never dies on a dead page.Run targeted searches: "<product>" supplier <region>, "<product>" wholesale distributor,
buy <product> bulk B2B. Prefer manufacturer/distributor sites and B2B marketplaces. Fetch the
1-2 best to extract company, products, contact email/phone, MOQ signals.
Weight product match (40), capacity/MOQ fit (25), region/logistics (20), competitiveness signal (15).
Cap at ~5 suppliers. Mark contacts you couldn't verify as null - never fabricate. Don't auto-email
real businesses during a demo; route outreach to the controlled supplier-simulator.