Gmail Primary Inbox Filtering
Only Primary-inbox mail reaches the negotiation graph. Promotions, Social, Updates, Spam and Trash are skipped, and every message is claimed exactly once by Message-ID.
Autonomous RFQ processing, LangGraph negotiation agents, and real-time CIF margin lock for global grain markets.
Features
Only Primary-inbox mail reaches the negotiation graph. Promotions, Social, Updates, Spam and Trash are skipped, and every message is claimed exactly once by Message-ID.
Soft corporate offers, counters and confirmations are drafted around numbers the pricing engine already computed, with a template fallback for every draft.
Landed cost, FOB ceiling and CIF floor are deterministic arithmetic against live benchmarks. The language model never prices or judges a deal.
Every viable deal pauses at a human approval gate. On approval, supplier allocation locks first and the buyer is confirmed second.
Workflow
Watch live campaigns, read every negotiation thread and approve margin locks.