// Quote automation · By industry
Quote automation that prices only from your own past quotes and rates.
An RFQ with a drawing, a contractor's bid list, a property manager's request for extra work, a technician's inspection sheet: in each of the eight industries below, someone turns a request into a priced quote from what the business has charged and spent before. Open the card closest to your own quoting desk for that industry's full page. Wherever you start, the test is a free AI proof of concept on 20 to 30 requests your team already quoted, scored by your own reviewer against the quotes that went out, with no login to any system you run.
- Past requests
- 20 to 30, already quoted
- Prices and hours
- Only from your records
- Sent to customers
- Nothing
- Who judges
- Your reviewer, named by the owner
- Price
- A range before it starts
// By industry
What a quote has to get right in each industry
Manufacturers: repeat parts out of the RFQ package
- Repeat and catalog parts are priced from the last quote for the same part number and revision.
- A new revision, material, finish or cert requirement goes to your estimator with the change spelled out.
- A part you have never made gets a one-page summary for the estimator, not a price.
Machine shops: a quote worksheet built from the print
- Each draft lays out stock, operations, setups, send-outs and quantity breaks in the order your estimator works.
- Every setup and run hour names the past job it came from, or the line is left empty.
- Whether the shop can make the part, and whether to quote it, stays with your estimator.
Injection molders: piece price and tooling kept apart
- Material, press, secondary and packaging lines are filled from your rate sheets and resin prices, with the tool on its own line.
- On a new part, cycle time, cavity count and the mold price are left for your estimator and toolmaker.
- Re-quotes carry those numbers forward from your records, source shown.
Metal fabricators: takeoffs and weights from the bid set
- Members, plate and sheet parts are counted and weighed, with cut, weld and finish operations for each piece.
- Rates come from your past estimates and rate sheet only; anything without one stays blank.
- Unclear scope, connections or finishes turn into questions for the GC.
Distributors: bid lists matched to your items and prices
- Each line gets your item number, branch stock or lead time, and the price that account is owed.
- Every price says where it came from: the contract, an earlier quote or a manufacturer's job pricing.
- Lines no record supports go to your salesperson unpriced, with the reason.
Plumbing distributors: fixture tags into job quotes
- Each tag on the fixture schedule is split into the bowl, valve, carrier and trim you actually sell.
- Flush rates have to agree across the bowl, the valve and the schedule.
- Every potable-water line cites its lead-free record, and the lead-free call stays with your team.
Facility services: extra-work proposals from site notes
- Enhancements, repairs and one-time cleans are drafted from crew notes, photos and your rate sheet.
- Work the maintenance or cleaning contract already covers stays off the proposal.
- An item with no rate is left blank, and nothing is submitted in a customer's portal.
Equipment dealers: inspection sheets into repair quotes
- Every finding becomes a quote line, a question for the technician or a stated reason it was dropped.
- Labor comes from your time guide or past repair orders for the same job, never a made-up time.
- Customer, warranty and internal work stay apart, with safety items at the top.
// Same and different
What every quoting desk shares, and what changes
Four parts, in every industry. A request arrives. Someone finds what the business charged or spent the last time it did similar work. An estimator, quoter, account manager or service writer adds the judgment no record holds. Then a quote goes out under your name, and in the goods trades that last step carries legal weight. Under section 2-205 of the Uniform Commercial Code, a merchant's signed written offer that says it will be held open can't be revoked during the stated time just because the buyer gave nothing for the promise, though never for longer than three months, and if that promise is printed on the buyer's own form, the seller has to sign that term separately. The line saying how long a quote stays open is a term of the deal, not boilerplate.
What the request looks like. Manufacturers, machine shops and molders get prints, and some prints say nothing about a dimension's tolerance except a note such as ISO 2768-m: the medium one of the four general-tolerance classes in that standard, which runs fine, medium, coarse and very coarse. Fabricators and plumbing and other distributors get a bid set and work from a takeoff or a bid list. A property manager sends a few lines and some photos, and a dealer's service writer starts from a technician's inspection sheet. The request changes shape from one industry to the next. The price never comes with it; only your own records can supply that.
A bid a contractor relies on can bind you. A fabricator often prices its part of a job for a general contractor, who carries that number into its own bid. In Drennan v. Star Paving (1958), the California Supreme Court held a paving subcontractor to the bid a general contractor had relied on to win the work, and in C & K Engineering Contractors v. Amber Steel (1978) it applied the same reasoning to a company that had bid to install reinforcing steel and then refused the job. Other states decide this under their own case law, and none of this is legal advice. It is one more reason every price in a draft traces to a record and a line with nothing behind it stays blank.
Tooling and freight sit on lines of their own. A molder's tool is a separate quote, often from an outside toolmaker, and it carries its own rules: in Michigan, a moldbuilder that permanently records its name and address on a mold and files a financing statement holds a lien on that mold for what it is owed, whether or not the mold is still in its shop. Freight terms differ by where the goods travel. Under UCC 2-319, F.O.B. the place of shipment leaves the seller the cost and risk of getting the goods into the carrier's hands, while F.O.B. destination has the seller carry them to the named place, and the International Trade Administration's guide lists FOB among the four Incoterms 2020 rules for sea and inland waterway transport. A quote copied from an old one goes wrong on lines like these as often as on the price.
Ceilings and labor guides on the service side. A facility customer's work order often carries a not-to-exceed amount, and work beyond it waits for an approved proposal. Federal buyers write the same idea into their rules: FAR 16.601 requires a time-and-materials order to include a ceiling price the contractor exceeds at its own risk. At an equipment dealer, the limit is time, set by the shop's own time guide or what the same repair took before. Across all eight pages, the calls no record can make stay with your people: whether a tolerance can be held, a mold's cycle time and cavities, whether a valve is lead free, margin, lead time and the final number. Each industry page sets out what to send, how its test is scored and its one hard limit.
// How it runs
Three steps, whichever desk quotes
- Step 01
Copies of answered requests
After the NDA is signed, send 20 to 30 requests your team already priced, each with the quote that went out, plus the rate sheets and past jobs behind them. Nothing connects to your ERP, estimating software or CRM, and if files must stay in the building, we build look-alikes with you.
- Step 02
Your reviewer scores every draft
Before anything starts, the owner names the reviewer, the person who knows your quoting best, and agrees the success criteria and a price range for the live job. The reviewer then holds each draft against the quote your team sent, line by line.
- Step 03
About 30 days on new requests
After a yes, incoming requests get draft quotes for about 30 days. A person checks and sends every one, and the next job waits until this one is running.
Priced per job: a range before the proof of concept, a fixed price before you sign.
In every industry the range follows two counts: requests your desk prices in a month, and how many lines on each take a judgment call.
// Questions
Quote automation questions
We quote two ways, for example a distributor with a fabrication shop. Which page fits?
Is this CPQ or quoting software?
Will the AI set our prices or margins?
Does it connect to our ERP, CRM or estimating system?
Does anything go to our customers?
Can we include defense or aerospace RFQs?

Rob Eason, founder
// Book a proof of concept call
Bring the quotes that take your desk longest.
A 30-minute call with Rob. Tell him your company and role, that quoting is the job, and roughly how many requests your desk prices each month. Keep drawings, bid sets and price files back until the NDA is signed.
- Co-owned a 60-employee financial services firm and sold his share to his partner.
- Ran GOSO Technologies, a Boston solar company rated 5/5 across 24 Google reviews.
- 5/5 across 83 reviews in HighLevel's Certified Admin Directory.
- 4.3/5 from 6 Google reviews of Massmarket AI.
- Every directory and Google review, critical ones included, is shown word for word at massmarket.ai/reviews.
- Takes every proof-of-concept call himself.
