How a job shop quotes faster without gambling the estimate

Split every RFQ into two piles

You quote faster by splitting every RFQ into two piles the moment it lands. One pile a machine can read on arrival, quantities, material callouts, due dates, and the boilerplate spec references your regular customers attach to everything. The other pile needs an estimator's eyes, tolerances, tooling, and whether the shop can actually hit the date. Automate the first pile and a request that arrives in the morning can be a drafted quote waiting for review the same day. Pull your last ten RFQs and count how many went to whoever answered first. That count is the whole argument.

I am a licensed P.E. who spent years building and operating industrial gas systems, including a commercial CO2 recovery plant, so I have read a lot of drawings. The line between what a machine can read and what it cannot is real, and pretending otherwise is how a shop ends up with fast, wrong quotes.

What a machine can read reliably

The parts of an RFQ that are text, tables, and title blocks are fair game. In practice that means the fields below, which are also the fields that eat most of the estimator's touch time.

That last item matters more than it sounds. A machine is very good at noticing that the customer sent rev C while the RFQ references rev D, the kind of silent mismatch that turns into a remake. It reads faithfully. It just does not judge.

• Quantities and break quantities, including the ones buried in the email body instead of the drawing
• Material callouts, alloy, gauge, plate versus sheet, pulled from title blocks and notes
• Due dates, delivery terms, and ship-to details scattered through the PO boilerplate
• Spec and cert references that repeat on every job from the same customer
• Revision letters and drawing counts, checked against the files that actually arrived

What still needs the estimator

Tolerances are the obvious one. A machine can transcribe a plus or minus callout perfectly and still know nothing, because the cost of a tolerance is a fact about your machines, your fixturing, and your operators, not about the drawing. The same goes for GD&T that looks routine until you think about datum access, weldments that will move as they cool, and any feature where the honest answer is that it depends who runs it.

Capacity is the other one. No parser knows that your one brake operator who holds that flatness is out next week. I have been wrong about capacity in both directions often enough to know it is not a reading problem. It is a judgment problem, and judgment is what you pay the estimator for. The goal is not to replace it. The goal is to stop spending it on transcription.

A workflow that gets the draft out the same day

The pattern fits on a napkin. Intake reads the RFQ when it arrives, fills the quote sheet with everything from the machine-readable pile, and hands the estimator a short list of flagged judgment items. The estimator opens a quote that is mostly done and spends their time on the parts that deserve it. This is the shape of the systems we build at a fixed price, though a shop with a decent spreadsheet and some patience can get partway there alone. Details are at fixed-price automation builds.

The second half is follow-up, because a fast quote that sits silent loses to a slow quote that gets chased. Ours nudges at 3, 7, and 14 days, and every nudge is a draft queued for a person to approve before anything leaves the building. Nothing external sends itself. Think of it as an alarm panel for quotes. It fixes nothing, it just refuses to let a lead fail silently.

Where to start

Start on paper. For one week, mark every field you touch on every RFQ as either machine-readable or judgment. My bet is the judgment pile is smaller than you expect and the transcription and chasing pile is bigger. Automate in that order, intake first, follow-up second, and leave the estimating to the estimator.

If you want a second set of eyes on the sort, we do a fixed-scope audit for $2,500 flat, $1,000 for our first three clients, and we say so openly. The fee credits toward a build within 60 days. It maps exactly this boundary for your shop, what to hand to a machine and what to keep human. Everything else is on the pricing page.