“The AI rationale on every quote is the part I didn't know I needed. We finally have a paper trail when a customer disputes a price.”
VP Operations
Aerospace components manufacturer
Portfolio case study · Custom manufacturing
AI-enhanced quoting,
priced by the numbers, not by hunch.
Estimators describe the job; the system returns a complexity score, a calibrated price band, and the reasoning behind it — logged for every prediction, on every quote, against your industry's benchmark.
One-click Sign in as demo— no account needed. Loads with 11 realistic seeded quotes.
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AI Analysis
Boeing 787 cabin nameplate run · 2,400 pcs
Complexity score8/10
Suggested price range
$2,640 – $3,150
Rationale
Complexity 8/10 reflects Aerospace certification requirements (AS9100, ITAR) and the 2,400-piece run size. Required certifications drive documentation overhead. Suggested band reflects standard markup plus a premium risk allowance.
llama-3.3-70b-versatile · 1.4s · prediction logged
Modelled on real catalog data from 8 manufacturing verticals
Aerospace
Medical
Defense
Oil & Gas
Telecom
Food & Bev
Marine
Industrial
How it works
From job description to sent quote in under 90 seconds.
Four steps. The AI scoring and benchmark deltas happen on every quote, automatically, so the estimator never opens another spreadsheet.
- 01
Describe the job
Pick a product, material and industry. Set dimensions and run size. The catalog comes pre-loaded with the standard Marking Systems product list.
- 02
AI scores complexity
Real Groq inference returns a 1–10 complexity score, a calibrated price band, and a plain-English rationale. Every prediction logs to an audit table.
- 03
Review against benchmark
See your cost structure beside your industry's benchmark. Materials, Labor, Overhead, Scrap — green and red deltas tell you where margin hides.
- 04
Send a branded quote
Mark sent. Customer approves with one click. Track through your pipeline as it moves from draft to accepted to invoiced.
Try it now — free
Manufacturing cost calculator.
Drag the sliders to see your unit cost, monthly total, profit per unit, and gross margin update live. No sign-up — bookmark the page if you want to come back to it.
Free tool · No sign-up
Manufacturing cost calculator
Drag the sliders. The unit cost, monthly total, and profit margin update live.
Material cost per unit$25
5120
Labor hourly rate$28/hr
1580
Labor hours per unit1.5 hrs
0.16
Monthly volume5,000 units
10050,000
Selling price per unit$150
20500
Cost per unit
$81.74
materials + labor + overhead + scrap
Monthly total cost
$408,700
5,000 units / month
Profit per unit
$68.26
at $150 sell price
Gross margin
45.5%
above industry baseline (25–35%)
Cost structure breakdown
Materials 30.6%Labor 51.4%Overhead 14.8%Scrap 3.3%
Want this on every quote, with AI complexity scoring and your industry's benchmark deltas?
Get it on every quoteBenchmark
Stop guessing where your margin hides.
Every quote shows your cost structure next to the industry benchmark. Materials at 48%? Labor 30%? Scrap 6%? The deltas tell you where the lever is, in seconds. No spreadsheets, no outside consultants.
- Pulled from publicly available manufacturing-cost benchmarks.
- Scoped to your industry, your product category, your run size.
- Updated as your quote pipeline grows.
Live preview
Your numbers vs industry benchmark
Industry
CategoryYours · IndustryΔ
Materials−17.0
31% · 48%
Labor+24.0
52% · 28%
Overhead−7.0
11% · 18%
Scrap−0.0
6% · 6%
Synthetic preview. Sign in to see real benchmark deltas on your quotes.
Get my benchmarkHow estimators describe it
Three roles, three different reasons it lands.
Synthetic quotes attributed to representative manufacturing personas. Demo project, not a customer endorsement.
“I quote 40 jobs a week. The benchmark widget shaved 15 minutes per quote and surfaced two product lines we were under-pricing by 8%.”
Senior Estimator
Medical device labels
“The dashboard tells me where in the funnel quotes die. Last quarter I caught a 12% drop in conversion on aluminium parts before my GM did.”
Plant Manager
Industrial OEM
Frequently asked
The questions estimators usually ask.
Cost methodology, AI scoring details, scrap recovery math, margin benchmarks. Plain answers, no marketing fluff.
Try it now
Sign in as demo, land in the app in five seconds.
Pre-seeded estimator account, 11 realistic quotes across Aerospace, Medical, Defense and Industrial verticals, real Groq AI on every quote.