QuoteRelay

Idea

QuoteRelay turns a forwarded RFQ email or an uploaded drawing into a costed, ready-to-send quote for small machine shops and metal fabricators, in minutes, without asking the shop to replace the system it already quotes from. A shop owner forwards a PDF or STEP file to a dedicated inbox address, or drops it on the dashboard, and gets back a structured quote draft: material, cycle time, price, and margin, ready to copy into whatever email or paper pad they already send quotes from. It is a bolt-on, not a platform swap.

Market gap

Small custom job shops (1 to 20 employees, no dedicated estimator) still spend 15 to 20 minutes manually reading a print to build a quote, and the shop that answers first usually wins the job (Modern Machine Shop, "Winning More Work as the Shop Next Door"). Community threads on Practical Machinist repeatedly note there is nothing "in between spreadsheets and major players like E2 and JobBoss," and a 2026 thread titled "AI Based Quoting Software" shows active, current interest in an AI fix.

The timing is sharp right now. Uptool just raised a $6 million seed round (Khosla Ventures, Eclipse, Bessemer, Kleiner Perkins) and launched from stealth on February 4, 2026 specifically to solve slow quoting for small and mid-size manufacturers, proving the pain is real and fundable. But Uptool, like Paperless Parts, sells a full quoting platform the shop must adopt as its system of record. That is exactly the switch small, owner-operated shops resist, per the same forum threads. Nobody yet serves the shop that wants the speed without the platform migration.

Total Addressable Market (TAM)

Bottom-up:

• NAICS 332710 (Machine Shops): 12,981 active US establishments (siccode.com company database, 2024-2025 data).
• NAICS 332322 (Sheet Metal Work Manufacturing): 1,946 active US establishments (siccode.com company database).
• Combined custom job-shop base: 14,927 establishments.
• Assumption: roughly 70 percent of these operate without a dedicated estimator and are the segment that resists platform switches, based on the Practical Machinist and Modern Machine Shop characterization of the industry as dominated by small, owner-run shops. That is 10,449 shops (SAM).
• Assumption: $199/month flat ($2,388/year) as the anchor Growth tier ACV, priced far below Costimator's per-user $808/month or $8,000 one-time perpetual license (Capterra pricing page).

TAM (full combined base at anchor ACV): 14,927 x $2,388 = approximately $35.6 million ARR. SAM (non-platform-adopting small shops): 10,449 x $2,388 = approximately $25 million ARR. SOM (Year 3, 5 percent penetration of SAM, typical for a new entrant against three established competitors): 522 shops x $2,388 = approximately $1.25 million ARR.

Monetization strategy

Flat monthly SaaS subscription billed per shop, not per seat. This directly undercuts Costimator's per-user licensing, which punishes a shop that wants two or three people quoting. Shops pay because faster, more accurate quotes win more jobs (the entire value proposition is revenue, not cost savings), and they keep paying because every RFQ that comes in during the month gets processed without anyone spending 15 to 20 minutes on it.

Pricing strategy

• Starter: $79/month, up to 40 quotes/month, 1 user. Entry point for a one or two person shop testing the tool.
• Growth: $199/month, up to 150 quotes/month, up to 3 users, quote-status dashboard. This is the anchor tier most shops land on.
• Team: $399/month, unlimited quotes, up to 6 users, CSV export of quote history and win-rate. Anchor for shops closer to 20 employees.

All three tiers sit far below Costimator's $808/month per-user list price and require no sales call, unlike Paperless Parts' custom-quoted enterprise pricing.

Lead magnet

A free, no-signup "Instant Should-Cost Estimate": upload one PDF drawing or STEP file, get back an estimated machining or fab cost range and cycle time in under 60 seconds. It proves the AI can read a real print before a shop trusts it with a live customer RFQ.

Competitors

• Uptool: AI quoting platform for SMB manufacturers, $6 million seed-funded, launched February 2026. Cuts quoting to about 2 minutes per part and automates most of the RFQ-to-quote flow, but it is sold as the shop's new quoting system of record, with sales-assisted onboarding.
• Paperless Parts: Enterprise CPQ platform with Basic, Pro, and Enterprise tiers. Custom-quoted pricing, reviewers cite a high "$$$$$" perceived cost on G2, built to be adopted as the shop's full quoting workflow.
• Costimator (MachiningCloud): Deep, industry-validated cost models for machined and sheet metal parts, but licensed per user at $808/month quarterly, $4,693/year annual, or $8,000 one-time perpetual per seat.
• JobBoss / Shoptech E2 Shop System: Full shop-floor ERP with a quoting module. Requires an implementation project and is priced and sized for larger shops with dedicated administrative staff.
• Kipware: Legacy, low-cost estimating add-on. Forum members describe it as limited and dated, with a poor reputation.

What competitors offer now

Uptool and Paperless Parts both offer strong end-to-end automation: customer portals, e-signature, revision tracking, and dashboards, but all of it sits inside a platform the shop must run its whole quoting operation through. Costimator gives a powerful standalone cost-modeling engine, but it is a desktop-adjacent tool with per-seat pricing and no email intake; someone still has to open the software and start a new estimate by hand. JobBoss and E2 are ERP-grade systems built for shops that already have, or are ready to hire, someone to administer them. Kipware covers basic estimating but still requires manually reading the drawing.

What can be done differently to attract customers

Live inside the inbox the shop already uses. A shop forwards the RFQ email, or drops the PDF, STEP, or DXF file on the dashboard, and QuoteRelay extracts dimensions, tolerances, material, finish, and quantity breaks, then returns a costed quote draft with margin applied. The shop copies it into Outlook, Gmail, or a paper quote pad, whatever they already send from. No new system of record, no per-seat tax, no implementation project, and a price a two-person shop can justify without a sales call. The free should-cost scanner lets an owner test real accuracy on a real print before committing to anything.