Friday, 6:10 PM. An email lands: RFQ 4471, fittings for Q4 supply. It is from a buyer you have never worked with, sourcing for a plant two states over. The email has a 40-line item list and a note that says "need pricing by Wednesday."
Nobody reads it until Monday at 8:40. Then it sits another day while your sales lead matches part numbers against a spreadsheet and waits on the one person who knows the current pricing on brass fittings. Wednesday morning your quote goes out. The buyer replies within an hour: "Thanks, went with another vendor."
They did not go with a cheaper vendor. They went with a faster one. The competitor quoted Saturday morning. You were still matching part numbers.
Where the three days actually go
Ask most distributors why quoting takes days and they will say "we are busy." The honest version is more specific. Your estimator is doing four jobs in sequence: reading the RFQ, hunting down product and pricing data, building the quote document, and following up after it goes out. Three of those jobs are paperwork. One of them is judgment.
The paperwork is where the days die. An RFQ lands in a shared inbox. Someone has to notice it, read it, figure out what the buyer actually wants, and start the matching process. If the RFQ is ambiguous, and they usually are, someone emails back with clarifying questions and waits. Every handoff adds a day. And the one person who knows the pricing for that product line is also the one person who is on vacation this week.
This is not a people problem. Your estimator is probably excellent. It is a workflow problem, and it is exactly the shape of problem AI handles well, because most of the delay is reading, matching, and formatting. Not deciding.
What AI touches and what stays human
Here is the honest split. AI reads the incoming email or attachment and extracts the requirements: part numbers, quantities, delivery windows, the buyer's specs. It matches those requirements against your catalog and your price sheets, flags the lines where the match is uncertain, and produces a draft quote in your format, on your letterhead, with your terms attached.
The human stays on three things: pricing judgment on the lines that matter, the customer relationship, and the final approval before anything goes out. Nobody serious is suggesting the quote sends itself on a forty-thousand-dollar order. The machine does the reading and the drafting. You do the deciding. That split is what makes the system trustworthy, because every number in the quote was signed off by a person.
The Monday-morning version
Picture the same Friday email with the system running. The RFQ lands at 6:10 PM. By 6:20, a draft quote sits in your estimator's queue, every line matched, the uncertain lines flagged, and a note saying which two product substitutions the system is unsure about. Monday at 8:15 your estimator opens it, fixes the pricing on three lines, and sends it before the Monday standup. The buyer gets a complete quote at 8:40 AM Monday. The competitor is still matching part numbers.
That is the whole pitch. Same estimator. Same pricing judgment. Two days of reading and formatting that happened while everyone was home for the weekend.
A pilot that fits a distributor
Do not start by automating everything. Pick one product line and one person. Run the system in parallel for two weeks: every RFQ that touches that product line gets the AI draft and the manual process side by side. Measure one number: quote lag, the hours between the RFQ landing and the quote going out. If the pilot does not move that number, you have learned something cheap. If it does, you roll it to the next product line.
The manufacturing implementation guide goes deeper on how pilots like this get structured without disrupting the business that pays the bills.
What about the ERP?
The question every distributor owner asks next, and it is the right one. The answer: the quoting system reads from your ERP, it does not replace it. Your ERP stays the system of record for pricing, inventory, and orders. The automation is a layer on top that handles the reading and drafting. You do not rip out anything. You do not retrain the team on new software. The quote still lives where quotes live.
What to do Monday morning
Pull your last ten RFQs and time them. Not the big negotiated deals, the routine ones. Hours from inbox to quote sent. If the median is over 48 hours, you are losing deals to competitors who quoted in one. That number, your quote lag, is the entire business case. Everything else is commentary.
Frequently asked questions
What is RFQ automation?
It is a system that reads an incoming quote request, extracts the requirements, matches them to your products and pricing, and drafts a quote for a human to approve. The paperwork gets automated. The pricing judgment stays human.
Can AI generate quotes from emails?
Yes. The system parses the email or RFQ attachment, pulls out part numbers, quantities, and delivery requirements, and matches them against your catalog and price sheets. What comes out is a draft quote in your format, not a finished quote.
How fast should a distributor respond to an RFQ?
Same business day is the bar your competitors are setting. Buyers send RFQs to three to five distributors and buy from whoever answers first with a complete quote. Every day of lag is a lost deal you will never hear about.
Does AI quoting work with my ERP?
It does not need to replace it. The quoting system reads from your ERP and writes draft quotes, but your ERP stays the system of record for pricing and orders. Nothing rips out.
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Common questions
- What is RFQ automation?
- It is a system that reads an incoming quote request, extracts the requirements, matches them to your products and pricing, and drafts a quote for a human to approve. The paperwork gets automated. The pricing judgment stays human.
- Can AI generate quotes from emails?
- Yes. The system parses the email or RFQ attachment, pulls out part numbers, quantities, and delivery requirements, and matches them against your catalog and price sheets. What comes out is a draft quote in your format, not a finished quote.
- How fast should a distributor respond to an RFQ?
- Same business day is the bar your competitors are setting. Buyers send RFQs to three to five distributors and buy from whoever answers first with a complete quote. Every day of lag is a lost deal you will never hear about.
- Does AI quoting work with my ERP?
- It does not need to replace it. The quoting system reads from your ERP and writes draft quotes, but your ERP stays the system of record for pricing and orders. Nothing rips out.