Answer · Manufacturing
What should a manufacturer automate?
The RFQ queue, at both ends. Acknowledgement and triage on the way in, status on the way out.
RFQ acknowledgement and receipt-time triage on the way in, and order status on the way out. The estimator is the constraint, so anything that keeps unwinnable work out of the queue is worth more than anything that speeds up pricing.
Every queue in a machine shop is visible except the one that matters most. Work in progress is on the floor, material is on the racks, finished goods are by the door — and the RFQ backlog is a list on one person's screen. It is the constraint on how much work the shop can win, it is invisible to everyone including frequently the owner, and it is where automation has the most to offer.
The first thing to automate is acknowledgement, and it is nearly free. An RFQ that arrives and receives nothing for two days tells a buyer something about the shop before anyone has looked at the drawing. An immediate reply confirming receipt, naming what was received, and stating when a quote will follow costs nothing and is the single most common gap in the sector. It also creates the timestamp that makes turnaround measurable, which no shop can currently produce reliably.
The second is triage at receipt, and it is worth more than any speed improvement in pricing. Three tests resolve most RFQs in minutes: is it inside the capability envelope, is it above the economic floor, and does the buyer's decision date fall inside a window the shop can meet. A system that applies the first two mechanically — checking size, material, process and quantity against the shop's stated envelope — and routes the rest to a person removes work from the constrained resource rather than making the constrained resource faster. That is the higher-leverage intervention and it is the one shops skip.
The third is status on the way out, and it addresses the complaint industrial buyers make most. A buyer who has placed an order is reporting internally on it, and every unanswered request for an update costs them credibility with their own colleagues. Automatic notification at defined points — order acknowledged, material received, in production, shipped with a tracking reference — removes a category of phone call entirely and is generally available from systems the shop already runs but has not configured.
What should stay with the estimator is the pricing of anything non-standard, and the reason is specific rather than sentimental. A quote is formed from a drawing, a material specification and a judgement about setup, fixturing and risk. Where parts genuinely repeat with parameterised variation a configurator can price them, and where they do not the configuration effort exceeds the quoting effort. Automating the wrong half here produces fast quotes that get revised, and a revised quote costs more credibility with a buyer than a slow one.
One further item is worth naming because it is unglamorous and consistently valuable: quote follow-up. Quotes are returned and then sit, and shops rarely have a rhythm for chasing them because the estimator has moved on to the next one. A scheduled follow-up that asks a specific question — whether the decision date has moved, whether anything in the specification changed — recovers work that was lost to nothing more than silence on both sides.
A machine shop's most expensive queue is the one on the estimator's desk, and it is the only queue in the building that nobody walks past.
Answer Production Engine, Context Theory
Related questions
Can a system read a drawing and quote from it?
Extraction of dimensions, tolerances and material callouts from structured files is real and improving, and it is best treated as removing the rekeying rather than producing the price. The gap between what is on a drawing and what a job costs is setup, fixturing, inspection requirement and risk, and none of those is on the drawing. The saving in data entry is genuine; the leap to a price is not the same step.
What about automating supplier and material pricing?
Keeping a current material cost table updated automatically is one of the highest-return items available and is usually done by hand or not at all. It also carries the risk worth guarding: a quoting system running on stale material costs quotes last year's prices at this year's speed, so whatever updates the table needs an owner and a visible last-updated date.
METHOD
Every figure below carries its source and the date it was verified. Nothing on this page is asserted.
The numbers on this page.
| What | Value | Specific to |
|---|---|---|
| Share of the buying journey completed before contacting a vendor | 60% | Category-wide |
| Buyers who eliminate vendors publishing no pricing, before contact | 60% | Category-wide |
| Average B2B first-response time | 42 hrs | Category-wide |
2026 B2B buyer surveys · supersedes the 43% figure carried in blueprint v2 · verified
Oldroyd, McElheran & Elkington, "The Short Life of Online Sales Leads", Harvard Business Review (March 2011) · hours · 1.25M inbound leads across 2,241 US firms · verified
What is specific to this page.
| Kind | Claim | Check it against |
|---|---|---|
| Workflow | The RFQ backlog is the only major queue in a machine shop that is not physically visible, which is why it constrains how much work the shop wins while receiving less management attention than material or work in progress. | The count of RFQs awaiting assessment at any moment, compared with the visibility of work in progress on the shop floor. |
| Procurement | Mechanical triage against the shop's stated capability envelope and economic floor removes work from the constrained estimator, which is higher leverage than any improvement in the speed at which that estimator prices. | The share of received RFQs that were never winnable on the shop's own capability, counted from a quarter of its quote log. |
| Buying behaviour | An industrial buyer who has placed an order reports internally on it, so each unanswered status request costs them credibility with colleagues, which is why automatic notification at defined milestones removes an entire category of inbound call. | The shop's inbound call log, classified by whether the caller was requesting order status. |
| Software | A quoting system running on an unmaintained material cost table produces prior-period prices at improved speed, so the table requires a named owner and a visible last-updated date to be safe to quote from. | The last-revision date on each material rate inside the shop's quoting configuration. |
Each row would be wrong on another industry's page. Where a sourced figure exists it is in the table above instead; these are the constraints that shape the work and do not happen to be numbers.
Start with the measurement.
Reading about a benchmark is not the same as knowing your own number. The audit produces yours, measured rather than estimated.
$497 · delivered in 5 business days · credited against month one