RFP.co

Manufacturing RFQs move at a brutal pace — 67% of buyers expect a quote in under 24 hours. This episode breaks down exactly which parts of the RFQ-to-quote workflow AI should own, and which must stay with your estimators.

Show Notes

Manufacturing quotes aren't proposals — they're precision instruments with a short fuse. This episode of RFP.co cuts through the AI hype to address what's actually different about the contract manufacturing and job-shop environment, where the "proposal" is a line-item price compared against three competitors by Friday and the real work lives inside an ERP, not a Word document. If you've wondered where AI genuinely helps on a quoting desk versus where it creates audit risk, this is the episode to listen to.

Drawing on the RFP.co deep-dive on AI and ERP integration for manufacturing RFQs, the episode walks through the full RFQ-to-quote workflow and identifies the precise handoffs between agent and human. Key points covered include:

  • What a manufacturing RFQ actually contains — drawing sets with tolerances and material callouts, BOMs with internal part numbers, delivery schedules, and terms attachments that may carry FAR flow-downs or ITAR language.
  • Why parsing is the right automation target — industry data shows 40–60% of RFQ response time is consumed gathering inputs; a capable intake agent handles OCR and geometry extraction, BOM structuring, and customer/due-date identification before anything touches a system of record.
  • Three categories that always need human review — unrecognised material callouts, tolerances tighter than standard process capability, and conditional notes like "per customer approval."
  • The six ERP calls that cover most of the mechanical work — from cross-reference lookup and fuzzy material matching through pulling routing costs, on-hand quantities, contract pricing, and writing a draft (never approved) quote back to the system.
  • A three-condition rule for safe auto-quoting — part number matches an active item with current standard cost, quantity falls within one band of the last run, and required delivery exceeds standard lead time.
  • Where the shop's margin actually lives — pricing judgment on anything that isn't a pure repeat belongs with the estimator, not the agent; response automation tools are most valuable when they surface the right inputs fast, not when they make the final call.

For teams that need to triage which RFQs are even worth quoting before the estimator opens a drawing, go/no-go scoring can apply structured criteria at intake — keeping capacity focused on winnable work. More from the show: if your quoting ultimately feeds a competitive bid, How to Write a Price-to-Win Narrative That Holds Up Under Scrutiny is a natural companion episode on making the numbers stick once they leave the shop floor.

RFP.co

What is RFP.co?

Procurement discovery and proposal automation, from both sides of the table. Finding the right opportunities, qualifying out early and without regret, building a reusable answer library, pricing decisions, and the operational discipline that turns responses from heroics into a repeatable process.

Each episode takes one part of the cycle — a bid/no-bid call, a compliance matrix, a debrief worth requesting — and works it through practically. Written for capture managers, proposal teams and the small companies competing against much larger ones. Five or six minutes an episode.

Topics include bid/no-bid decisions, opportunity discovery and filtering, compliance matrices, reusable answer libraries, pricing and win themes, past performance narratives, debriefs worth requesting, and competing against much larger incumbents.

Produced by RFP.co, procurement discovery and proposal automation. Full details, services and further reading at https://rfp.co