manufacturing
AI quoting: turn RFQs around faster in manufacturing
Most B2B buyers pick the vendor that responds first. An AI coworker reads RFQs and drafts quotes from your pricing rules for a human to approve.
Most B2B buyers pick the vendor that quotes first — so the fix for slow quoting is speed without losing control of price. An AI coworker reads each RFQ, pulls out the parts and specs, and drafts a quote from your pricing rules and past quotes. Then it hands that draft to a human to review and send. A request that used to take days is ready in minutes. The coworker does the slow prep work; your estimator still approves the number.
Quick reference
- The stakes — the first good quote often wins the job
- What it does — reads the RFQ, drafts the quote, formats it for review
- Who decides — a human approves the price before it goes out
- The speed — minutes instead of days, at any hour
Speed wins quotes — and most manufacturers are slow
In B2B manufacturing, being first to quote is a quiet advantage that's easy to miss.
The research is clear. A large share of B2B buyers go with the vendor that responds first. Harvard Business Review found that reaching a lead within five minutes makes it 21 times more likely to qualify than waiting just 30 minutes. And yet the average B2B company takes around 42 hours to respond to a new request.
That gap is your opening. If you quote in hours while your competitors quote in days, you win jobs you'd otherwise lose. Often you win without even being the cheapest, because the buyer wanted an answer and you gave them one first.
Why quoting takes so long today
Quoting is slow because it's a manual scavenger hunt.
An RFQ comes in. It waits in a queue. Eventually an estimator opens it, reads the specs, looks up part numbers, checks pricing, digs up a similar past quote, and builds the document by hand. Every step takes time, and the RFQ sits idle between them.
None of this is the estimator's real skill. The skill is judgment — what to charge, how to handle a tricky spec, when to sharpen a price to win an account. The hunting and copying just gets in the way of that.
What an AI coworker does
An AI coworker takes over the prep and leaves the judgment to your estimator.
When an RFQ arrives, the coworker reads it right away — at 2 p.m. or 2 a.m. It pulls out the parts, quantities, and specs. It applies your pricing rules and cost data. It finds comparable past quotes. Then it builds a draft quote and hands it to a person to review.
For a standard part, that draft can be nearly ready to send. For a custom job, the coworker gathers the specs, flags what's missing, and gives your estimator a running start instead of a blank page. Either way, the slow part is done in minutes.
A human still owns the number
This matters, so it's worth being plain about it: the AI coworker does not set your prices.
It drafts a first-pass quote from the rules and data you give it. Then a human reviews the price, adjusts if needed, and sends. You stay in control of margin and strategy. The coworker handles the speed; your estimator handles the call.
That's the model for a digital coworker in general. It's not a standalone system pricing your jobs on its own. It works alongside your estimators, does the repetitive prep, and brings every quote to a person to approve — so you move faster without giving up control.
The payoff is real: more quotes out the door, faster than your competitors, with the same skilled team deciding the numbers. That's part of why manufacturers need AI coworkers to stay competitive. For the money side, see the ROI of AI in a manufacturing back office. That's what Velanir does — we set up and run digital coworkers that turn RFQs around fast and hand every quote to your team to approve.
FAQ
+How can AI speed up quoting and RFQs in manufacturing?
An AI coworker reads each incoming RFQ, pulls out the parts, quantities, and specs, and drafts a quote using your pricing rules and past quotes. It hands the draft to a human to review and send, so a request that used to take days is ready in minutes. It works around the clock, so RFQs that arrive overnight don't sit until morning. The person still approves the price — the coworker just removes the slow, manual prep work in between.
+Why does quote speed matter so much in B2B manufacturing?
Because the first quote often wins. Research shows a large share of B2B buyers go with the vendor that responds first, and Harvard Business Review found that contacting a lead within five minutes makes it 21 times more likely to qualify than waiting 30 minutes. Yet the average B2B company takes around 42 hours to respond. If you quote faster than your competitors, you win work you'd otherwise lose — often without competing on price at all.
+Does AI set the prices on quotes?
No. An AI coworker drafts the quote using the pricing rules, cost data, and past quotes you give it, but a human approves the final price before it goes out. This keeps you in control of margin and strategy. The coworker handles the slow part — reading the RFQ, finding the right parts, calculating a first-pass price, and formatting the quote. Your estimator reviews and sends. You get speed on the prep and human judgment on the number.
+Can an AI coworker handle complex or custom quotes?
It handles the preparation even on complex jobs, then leans on a person for the judgment. For a standard part, it can draft a near-final quote. For a custom or unusual job, it gathers the specs, flags what's missing, pulls comparable past quotes, and hands your estimator a head start instead of a blank page. The harder the quote, the more valuable that prep is — because your skilled estimators spend their time deciding, not digging for information.
+How much faster can quoting get with an AI coworker?
Enough to change who wins the job. Manual quoting often takes days because RFQs wait in a queue, then someone gathers specs, looks up pricing, and builds the document by hand. An AI coworker does that prep in minutes and at any hour, so your estimator can review and send the same day — sometimes within the hour. When most competitors take a day or two, being first to a good quote is a real and repeatable advantage.
+Does AI quoting replace estimators?
No — it makes them faster and frees them for the hard jobs. Estimators waste much of their day on repetitive prep: reading RFQs, finding part numbers, copying old quotes. An AI coworker does that groundwork and hands over a draft, so the estimator focuses on judgment — pricing strategy, tricky specs, and key customers. The coworker works alongside the estimator and escalates anything unusual. You quote more, faster, with the same skilled team in control of the numbers.