Agentic RFQ Generation

The agent directly interfaces with Enterprise Resource Planning (ERP) and Product Lifecycle Management (PLM) systems to pull technical specifications, material masters, and approved drawings. It eliminates the manual copy-paste errors that plague traditional RFQ creation.

• Parses structured Bills of Materials (BOMs) and CAD metadata
• Maps internal part numbers to industry-standard UNSPSC classifications
• Identifies missing critical attributes and flags them for engineering review

Before distribution, the agent augments the raw specification with contextual intelligence. It autonomously appends non-negotiable commercial terms, quality clauses, and compliance mandates based on the category and destination geography.

• Injects Incoterms and payment terms from the contract library
• Appends regulatory requirements like RoHS or REACH automatically
• Calculates estimated demand volumes using probabilistic forecasting to provide bidders with forward-looking projections

The agent does not blast the RFQ to an entire database. It queries the Supplier Relationship Management (SRM) system and external discovery engines to identify vendors with proven capability for the exact commodity.

• Filters suppliers by past performance scores and current capacity
• Excludes vendors with active quality non-conformances or sanctions
• Ensures a competitive mix of incumbents and newly discovered sources

To prevent suppliers from side-stepping the format, the agent generates a locked, structured response template. This forces all bids into a uniform digital format, enabling algorithmic comparison without manual data entry.

• Creates line-item-level input fields with validation rules
• Locks formulas for total cost of ownership breakdowns
• Enforces mandatory attachment of certificates and compliance docs

The agent autonomously transmits the RFQ via the supplier's preferred channel—whether that is an API endpoint, a supplier portal, or a secure email—and monitors engagement. It logs every interaction for a complete audit trail.

• Tracks open rates, download timestamps, and clarification requests
• Automates follow-up reminders to non-responsive bidders
• Maintains an immutable blockchain-verifiable record of the distribution timeline

During the bidding window, the agent acts as the first line of defense for supplier queries. It parses incoming questions, matches them against the specification database, and drafts responses for buyer approval.

• Uses Retrieval-Augmented Generation (RAG) to answer technical queries from the spec sheet
• Anonymizes supplier questions and broadcasts answers to all bidders
• Escalates complex commercial exceptions to the human category manager