Is AI Quote Follow-Up Worth Paying For? Run Your Own Numbers

A 30-day counting worksheet and decision rules for choosing what, if anything, to pay for in your quote flow.

The honest starting point

You will see plenty of numbers about AI quoting. Almost all of them come from vendors. CloudNC says manual quoting takes 2-4 hours or more per RFQ (vendor figure, CloudNC). Paperless Parts reported in a 2020 survey that 67% of part buyers expect a quote in under 24 hours (vendor figure, Paperless Parts, Jun 2022). We found no independent data on quote win rates or time per quote for shops with 5 to 50 people.

So the only numbers that should decide this for your shop are your own. This post gives you a worksheet to get them, and a way to decide what to pay for, if anything.

What you are deciding between

There are roughly four paths. They are not exclusive.

A habit and a spreadsheet. Someone owns follow-up, uses a cadence like the one in our follow-up guide, and logs every outcome. Cost: time.
An AI quoting tool. Speeds up reading drawings and building quotes. Public prices run from free (3 parts a month) to $1,000 a month for CloudNC Quote Agent, and from $195 a month for Uptool; Paperless Parts does not publish prices (CloudNC; IMTS, 2026; Capterra).
Automated follow-up and won/lost tracking. Drafts each follow-up, reminds the owner, tags reasons. None of the main quoting tools advertise this as of October 2026, so it is either built around your email and spreadsheet or done by hand.
Connecting it all. Quote status and won jobs land in your job system without retyping.

The worksheet tells you which of these problems you actually have.

The worksheet: 30 days of counting

Keep a tally for 30 days. Do not change anything yet. You are measuring the leak before paying to plug it.

Line	What to count	Where it comes from
A	RFQs received	Inbox, quoting tool or a tally sheet
B	RFQs you never quoted	A minus quotes sent
C	Quotes sent	Quoting tool, job system or sent mail
D	Quotes with no reply after 14 days	Your follow-up spreadsheet
E	Quotes won	Purchase orders received
F	Average value of a won job	Last 6 months of invoices
G	Your gross margin on a typical job	Your accountant or job costing
H	Hours per week spent on quoting	Ask the estimator to log it for two weeks

Then do the same count for a second 30 days while following up on every open quote by hand. Record one more line:

Line	What to count
I	Quotes won after at least one follow-up that you believe would otherwise have been lost

Line I is a judgment call. Be strict. If the buyer said "we were going to send you the PO anyway," it does not count.

Reading the results

If B is large (you are not quoting a meaningful share of what comes in), your bottleneck is quoting capacity. An AI quoting tool or better intake sorting is the first thing to try. Run a fair trial on parts you already know the answer to; our tool comparison lists the steps.

If D is large (many quotes go quiet), your bottleneck is follow-up. The value of fixing it is roughly:

I (jobs recovered per month) x F (average job value) x G (margin)

That is the gross profit a month of follow-up recovered. Compare it with what it costs to keep doing follow-up by hand (hours times your loaded labor rate) and with what it would cost to automate the drafting and reminders.

If H is high but B and D are small, you are keeping up, but it is costing the estimator's week. A quoting tool may give hours back, and the trial will show how many.

If all of these are small, you may not need to buy anything. A follow-up habit and a won/lost log may be enough. That is a good result.

Costs people forget

Setup time. Any tool needs a capability list, material prices and someone to check its output for the first few weeks.
Rework. Count how many fields your estimator fixes on each AI-built quote during the trial. A tool that is fast but needs heavy correction saves less than it appears.
Data handling. If some of your work is controlled, a cloud tool may only cover part of your quotes. See our drawings checklist.
Habit decay. Manual follow-up works in month one and fades by month three. Automated reminders exist mainly to stop that fade.

A simple decision rule

Pay for a quoting tool when line B or H is the problem and a trial on your own parts shows prices close to your estimator's with little rework.
Pay for follow-up automation when line I, run through the formula above, is clearly larger than the cost of keeping follow-up going by hand, and the habit has already started to slip.
Pay for connecting systems only after the first two are working, when retyping between them is the remaining waste.
Pay for nothing when the counts are small. Keep the spreadsheet.

Why we suggest measuring first

Plenty of shops buy software to fix a feeling. Thirty days of counting costs little and tells you which problem you have. It also gives you a baseline, so you can tell later whether the money you spent actually brought in jobs.

For the full picture of where AI fits in the front office, start with our front-office guide.

If you would like help reading your numbers, Lunan offers a free conversation. Bring your counts, or bring nothing and we will help you set up the tally.