Book a Demo

B2B Ecommerce

AI Quote Management for B2B Wholesale: Win the RFQ You Keep Losing

In wholesale, the PO goes to whoever quotes first. AI customer service for B2B & wholesale ecommerce captures the RFQ the moment it lands and routes it to the rep — so a next-day quote stops costing you the order.

Daniel ReyesSenior Solutions EngineerPublished Updated 8 min read
A wholesale service specialist structures an RFQ while a sales representative separately reviews the assembled request
A wholesale service specialist structures an RFQ while a sales representative separately reviews the assembled request

AI quote management should accelerate RFQ intake and routing without turning preliminary catalog information into an unauthorized offer. A release-ready workflow preserves the buyer, company, SKUs, quantities, destination, timing, assumptions, assigned rep, and the exact point where human pricing begins.

Decision framework for AI quote management for B2B wholesale

StageWhat to verifyControl or pass condition
ReceiveAuthenticate contact and identify company locationUnknown account routes for verification
StructureCapture SKU, quantity, UOM, ship-to, timingMissing or ambiguous fields stay visible
RouteAssign rep, territory, product line, and urgencySpecial pricing is not inferred
Close loopRecord quote status and buyer follow-upEvery write has an owner and recovery path

Platform and regulatory scope should be checked against current primary documentation. The cited platform pages establish what their own products expose; they do not by themselves prove that every operation is enabled in a particular LumiTalk deployment. shopify b2b-catalogs · shopify b2b-features

If you run a wholesale desk, AI customer service for B2B & wholesale ecommerce earns its keep on one thing before anything else: the RFQ race. A buyer who needs a quote rarely sends it to just you. They send the same quantities and SKUs to two or three distributors, and the purchase order tends to land with whoever comes back first with a solid, account-correct number. A quote is a perishable good, and yours spoils overnight in a shared inbox.

Where quotes leak

Map an average week and the losses cluster in predictable gaps: the RFQ that arrives at 6:40 PM after the desk went home, the one that lands Saturday for a buyer sourcing on their own schedule, and the one that sits in a queue because the single rep who knows that account is on another line. None of these are hard requests. They're just requests that waited — and in wholesale, waiting is losing.

  1. An RFQ arrives — quantities, SKUs, ship-to, needed-by date, tied to an account tier.
  2. It gets captured in full and routed to the rep who owns the account, in the minute.
  3. The rep quotes first thing with the details already gathered — not reconstructed.
  4. The buyer, still comparing whoever else replied, gets your solid answer first.

Watch Lumi capture an after-hours RFQ and route it before a competitor wakes up.

See Lumi for B2B & wholesale

Capture the quote, don't fabricate it

The distinction that keeps this safe: Lumi captures and routes the RFQ — it does not invent the price. It verifies the account, gathers the full request, and answers approved pricing where it can; the final quote, any special discount, and contract pricing stay with your rep. What the buyer experiences is speed and competence: a real conversation that takes the whole request seriously, at any hour, in their language. What your rep experiences is a clean, structured RFQ waiting in the morning instead of a voicemail to decode.

That's the difference between a next-day quote and a first-in-the-race one. It hedges toward the order you can still win, on responsiveness, before price is even on the table.

Continue through the commerce content cluster

Use the parent hub, service page, related workflow guides, and the applicable integration page to continue the evaluation. B2B Ecommerce resource hub · LumiTalk for B2B Ecommerce · AI customer service for B2B ecommerce · bulk reorder automation for wholesale · net terms support automation for B2B ecommerce · applicable ecommerce integration

Quick answers

Frequently asked

Why do wholesale RFQs go to whoever answers first?

Because buyers typically send the same RFQ to several distributors at once. When multiple quotes are comparable, the one that arrives first with a solid, account-correct number tends to win the PO — so response speed is often the deciding factor before price.

Does the AI set the final quote price?

No. It captures the RFQ with quantities, SKUs, and ship-to, answers approved pricing where it can, and routes the request to the rep who owns the account. Final pricing, special discounts, and contract pricing stay with your rep.

What happens to RFQs that arrive after hours?

They're captured in full and routed to the right rep with the account attached, 24/7 in 70+ languages, so the request is waiting — structured and ready — when your rep starts the day, instead of aging unanswered.

How does it know which rep to route to?

It matches the buyer to their trade account and routes the RFQ to the account manager who owns that relationship, using the routing rules you set — so the quote lands with the person who can actually price it.

What information belongs in a wholesale RFQ handoff?

Include buyer and company location, product identifiers, quantities and units, ship-to, requested date, substitutions, attachments, assumptions, source channel, consent, and assigned owner.

Your quote desk should answer every RFQ — day, night, and weekend.

Lumi is the AI quote desk for B2B & wholesale ecommerce: it verifies the trade account, captures every RFQ with quantities and SKUs, answers account pricing and terms from approved data, stages bulk reorders against order history, and pulls PO status — routing credit and special-pricing decisions to your team, and writing it all into Shopify B2B, NetSuite, or your ERP. It never quotes a final price without rep approval and never approves net terms. See how wholesalers put the desk on Lumi and stop losing the PO to whoever quoted first.

See Lumi for B2B & wholesale