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Comparisons · Updated 2026-10-30

What AI quoting software actually works for machine shops?

Your part priced in about 90 seconds, no account.

The AI tools that work for job shops do three jobs. They read the RFQ, they estimate the time, and they leave the price for the estimator to set. They split into four kinds: tools that estimate machining time from the 3D model (Toolpath, Dashnode, Asytra, Machine Research), tools that read the drawing (QuoteBuddy, Veriti), tools that run the whole RFQ-to-quote workflow (CloudNC Quote Agent, Uptool, Paperless Parts, QuotedPart), and instant-quote storefronts for buyers (DigiFabster). Which one works depends on what your RFQs look like. The table shows what each vendor says its AI does, in its own words, checked October 30, 2026.

See how QuotedPart connects to your workflow with its API, MCP server, autonomous quoting and shop-specific learning.

What each tool's AI reads and produces

Read the "human decides" column first. Shop-side tools leave the final quote to a person, but they differ in how much of the reasoning you can see and change. Storefront tools are the exception: there the shop's rules commit a price to the buyer with nobody checking that part.

AI quoting tools by input, output and review step (vendor pages, checked 2026-10-30)
ToolAI readsAI producesHuman decidesPublished price
CloudNC Quote AgentEmailed RFQs, CAD files, PDFs, drawingsManufacturing plan, routing times, material and post-processing costs, DFM, ballooning, FAIEstimator reviews the plan, sets the price, sends a PDFYes: per AI part, free manual mode
Machine ResearchSTEP, CATIA, Parasolid, SLDPRT and more; PDFsProgramming, setup and run time from ML trained on the shop's jobs; similar past partsEstimator applies rate templates and sendsNo: on request
Paperless Parts2D and 3D CAD files and PDFsGeometry analysis (bends, holes, cut lengths, punch hits) for estimatingEstimator prices with the shop's workflowNo: custom
Toolpath3D modelsDFM review, cycle time, material and cost estimates; Fusion CAM programs on ProEstimator reviews and sends by email or PDFYes: per seat
UptoolCAD, drawings, BOMs, emailEstimates inside a quoting CRMEstimator works side by side with the AIFrom $195+/month
VeritiCustomer drawings by emailDraft quote: operations, hours, rates, vendors, margin, each pinned to the printEstimator corrects with a reason; corrections become rulesNot published
QuoteBuddyPDF, PNG, JPG drawingsFeatures, processes and cost breakdown, nesting, PDF quoteUser adjusts before the PDFYes: per quote volume
DigiFabsterSTEP, STL, DXF and other CAD; RFQ emailsInstant price for buyers on a storefront; line items from emailsShop sets rules and review levelsYes: from $415/month, annual
DashnodeSTEP/STPCost breakdown in seconds, bulk runsUser turns the report into a quoteNo: on request
Asytra QuoteSTEPFeatures, route, cycle time, price per quantityEstimator reviews and exports PDFYes: from $129/month
QuotedPartRFQ email, STEP/IGES, DXF, PDF drawingsA priced draft quote: drawing facts (material, finish, tolerances, notes), a routing on the shop's machines and every quantity priced from its formulas and rates in about 90 secondsEstimator checks the draft, edits any line and sendsYes: $199/month per shop

Which kind of AI fits your RFQs

If your RFQs come with clean STEP models and you mostly mill, model-based estimators are the most direct: Toolpath, Asytra, Dashnode and Machine Research all start from geometry. If most RFQs are PDF prints, and the material, finish, plating and certs are written on the print, you need a tool that reads drawings: QuoteBuddy, Veriti, CloudNC, Uptool or QuotedPart. If your estimator spends the morning digging RFQs out of email, look for email intake: CloudNC, Uptool, Veriti, DigiFabster and QuotedPart have it.

For defense work, the AI matters less than where the files go. Machine Research and Paperless Parts say they are ITAR registered and hosted in AWS GovCloud. CloudNC recommends against uploading export-controlled data. In QuotedPart, ITAR parts go in the ITAR vault, which encrypts them in the browser, and its AI never reads them.

A test that tells you whether it works for your shop

Vendor accuracy numbers are measured on the vendor's parts. Run your own test before you buy, on parts where you know the answer.

  • Pick five parts you have already made: two simple, two typical, one ugly. Use the real RFQ files, models and prints as the buyer sent them.
  • Write down the actual hours per operation and what you charged.
  • Run each part through the trial with your own rates entered. Don't tune the tool to the answer.
  • Score three things per part: time the AI got right within your tolerance, facts it missed on the print (material, finish, thread, tolerance), and minutes you spent fixing it.
  • Check that you can see why each number is what it is. If you can't explain a quote to the buyer, you can't defend it.
  • Price the subscription at your real monthly volume and user count, not the entry tier.

Where AI still falls short

None of these tools knows that your Haas VF-2 is tied up for three weeks, that this customer always pushes back on price, or that 17-4 runs slow on your lathe until someone tells it. CloudNC's tool learns from your interactions, Machine Research's model trains on your job history, and Veriti and QuotedPart keep your corrections as rules or editable formulas. Outside instant-quote storefronts, the vendors here describe a person signing off on the quote, and that is right: the estimator owns the price.

QuotedPart's own limits are worth stating: no nesting, no DFM report, no ballooning or FAI, no scheduling, inventory or accounting: it is a quoting tool, not an ERP.

Sources and limits

Claims are dated where they can change. Product calculations are examples from the stated inputs, not a promise about a customer's quote. Competitor wording is attributed to the source shown.

  • CloudNC Quote Agent: The agent proposes a manufacturing plan, routing times, material and post-processing costs and inspection requirements from the shop's equipment and costs entered in Myshop; the estimator reviews, sets the price and sends a PDF (their words: “The estimator decides whether to quote, reviews and adjusts the plan and costs, sets the price and sends a PDF to the customer.”) — source (checked 2026-10-30)
  • CloudNC Quote Agent: Generates DFM reports, ballooned drawings and first article inspection reports (PDF, FAI also Excel) (their words: “The product also generates design for manufacture (DFM) reports, ballooned drawings with numbered inspection callouts, and first article inspection reports.”) — source (checked 2026-10-30)
  • CloudNC Quote Agent: Files on AWS, encrypted in transit and at rest; CloudNC does not recommend uploading export-controlled data (their words: “we do not recommend uploading export-controlled data.”) — source (checked 2026-10-30)
  • Machine Research: Machine learning trained on the shop's job data estimates programming, setup and run time from 3D geometry (their words: “Real machine learning — trained on your actual job data — analyzes 3D part geometry”) — source (checked 2026-10-30)
  • Machine Research: STEP, CATIA, Parasolid, SLDPRT and 10 more CAD types; CAD, PDF or drawing files uploaded individually or in batches; STEP, SLDASM, CATPRODUCT and NX assemblies (their words: “Supports STEP, CATIA, Parasolid, SLDPRT, and 10 more file types.”) — source (checked 2026-10-30)
  • Machine Research: Price not published; the pricing page is a form to request pricing (their words: “Fill out your information below and we will be in contact to provide pricing for your organization.”) — source (checked 2026-10-30)
  • Machine Research: ITAR registered and hosted in AWS GovCloud (US); says it is FedRAMP Moderate authorization ready with an audit scheduled in October 2026 (their words: “Machine Research is ITAR registered, hosted in AWS GovCloud (US), and FedRAMP Moderate authorization ready”) — source (checked 2026-10-30)
  • Paperless Parts: Describes its system as AI-powered estimating and quoting for contract manufacturers' large quote packages (their words: “Paperless Parts’ secure, AI-powered system helps automate the estimating and quoting process”) — source (checked 2026-10-30)
  • Paperless Parts: 2D and 3D CAD files and PDFs, viewed without native CAD software (their words: “View PDFs & 3D CAD files without native CAD software.”) — source (checked 2026-10-30)
  • Paperless Parts: Sheet metal fabrication (bends, holes, cut lengths, punch hits), CNC milling and turning, Swiss and additive (their words: “identify bends, holes, thickness irregularities, cut lengths, punch hit counts, and other essential variables”) — source (checked 2026-11-04)
  • Paperless Parts: No blanket price or price range; priced by modules, integrations, onboarding and contract length, not by seats (their words: “Paperless Parts does not have a blanket price range.”) — source (checked 2026-11-04)
  • Paperless Parts: ITAR registered, hosted on AWS US GovCloud, designed for manufacturers pursuing CMMC Level 2 (their words: “Hosted on AWS US GovCloud”) — source (checked 2026-11-04)
  • Toolpath: Cycle time, material and cost estimates generated automatically from an uploaded model, with DFM review (their words: “Cycle time, material, and cost estimates generated automatically, so quoting takes minutes.”) — source (checked 2026-10-30)
  • Toolpath: Core $40 per seat a month billed annually or $50 month-to-month: cost and cycle-time estimating, quotes by email and PDF, QuickBooks integration, unlimited part uploads (their words: “Cost & cycle-time estimating”) — source (checked 2026-10-30)
  • Uptool: Says its AI quoting platform automates 90% of the RFQ-to-quote workflow (their words: “Uptool’s end-to-end AI quoting platform automates 90% of the end-to-end RFQ → Quote workflow.”) — source (checked 2026-10-30)
  • Uptool: Reads CAD, drawing and BOM formats; real-time email and QuickBooks sync — source (checked 2026-10-30)
  • Uptool: Starts at $195+ a month, depending on total employees and ITAR; month-to-month, no upfront cost — source (checked 2026-10-30)
  • Veriti: AI reads the drawing (title block, notes, tolerances, GD&T, finishes); a pricing engine applies the shop's rules, so the same inputs give the same price; corrections can become shop rules (their words: “AI reads the drawing, then a pricing engine applies your rules and does the arithmetic.”) — source (checked 2026-10-30)
  • Veriti: No price published on the home page — source (checked 2026-10-30)
  • QuoteBuddy: PDF, PNG or JPG technical drawings (their words: “Upload technical drawings in PDF, PNG, or JPG and let QuoteBuddy interpret them automatically.”) — source (checked 2026-10-30)
  • QuoteBuddy: Free €0 (unlimited AI quotes for 30 days, then 3 a month); Starter €149/month (100 automatic quotes, 3 seats); Professional €399 (500, 10 seats); Business €799 (1,500, unlimited seats) (their words: “Up to 100 automatic quotations per month”) — source (checked 2026-10-30)
  • QuoteBuddy: Automatic nesting for material cost and assembly breakdowns (their words: “Built-in material optimization algorithms maximize usage and accurately calculate material costs.”) — source (checked 2026-10-30)
  • DigiFabster: AI Quote Agent reads STEP, STL, DXF and other CAD files and prices with the shop's rates and processes (their words: “AI reads STEP, STL, DXF, and other industry-standard files.”) — source (checked 2026-10-30)
  • DigiFabster: AI turns forwarded RFQ emails into structured orders (their words: “Forward your RFQ emails to a dedicated address and let AI transform them into structured orders”) — source (checked 2026-10-30)
  • DigiFabster: Bare Essential starts at $415/month billed annually, plus a 4.99% processing fee and banking fees; one technology (3D printing, CNC milling and turning, or 2D cutting/sheet metal) (their words: “Starts at $415/mo + processing fees Billed annually”) — source (checked 2026-11-04)
  • Dashnode: STEP/STP CAD file plus material, quantity and optional preferences (their words: “Just upload a CAD file (STEP/STP), set material, quantity, and a few optional preferences”) — source (checked 2026-10-30)
  • Dashnode: Output is a downloadable cost report used to generate quotes or negotiate with suppliers (their words: “Download your cost report with a breakdown of all key factors and use it to generate quotes or negotiate with suppliers.”) — source (checked 2026-10-30)
  • Dashnode: No prices published; Growth, Scale and Enterprise plans are quoted on request (their words: “Get Detailed Quote”) — source (checked 2026-10-30)
  • Asytra Quote: CNC quoting from STEP files, one of three Asytra tools (Trace for assembly records, Measure for first-article reports) (their words: “Upload a STEP file and Quote prices the part from your machines, tooling, and margins.”) — source (checked 2026-10-30)
  • Asytra Quote: Dashboard (internal calculator) $129/month, 1 user, unlimited internal quotes, STEP upload and feature detection, milling and turning cost engine, PDF quote export; extra users $10/month, DFM +$30/month (their words: “Unlimited internal quotes”) — source (checked 2026-10-30)
  • QuotedPart: STEP/IGES models measured in the browser, DXF flat patterns, PDF drawings read; a part can be priced from the PDF drawing alone; Every quantity break priced automatically in about 90 seconds from editable setup and run-time formulas at the shop's own rates, so each number traces to a formula rather than an AI guess; ITAR parts go in the ITAR vault: files encrypted in the browser before upload, and the AI never reads them. — source (checked 2026-10-30)
  • The four-way grouping and the test protocol are our own; no forum or review-site opinions are quoted because we couldn't verify enough of them first-hand.

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