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Vaught AI
Vaught AIAI Operations Audit · Metal Fabrication Shops

Your first shop floor automation, live in 30 days. Or we don't bill the retainer.

Free 15-minute Recovery Blueprint maps the four biggest margin leaks in a fab shop doing $1M to $10M. Quoting time, material tracking, change orders, and the job-cost blind spot nobody catches until month-end. Built by a manufacturer who runs his own production company.

$60K/yr
Invisible margin loss from 5% material tracking error
Industry average on $2M revenue, 50% material cost
30-60 min
Per quote with manual calculations
Metal fab audit, Meridian Shield pre-build baseline
3-8%
Of revenue eaten by untracked change orders
Metal fabrication industry benchmarks
15-25%
More quotes closed with systematic follow-up
CRM industry data / metal fab audit research

The 5 Biggest Operational Gaps We See

We see the same five gaps across Metal Fabrication Shops. Click each one to see the data.

Every quote takes 30-60 minutes. During busy season, customers don’t wait.

Customer sends drawings. The owner manually calculates stretch-out dimensions, sheet counts, weight, bend deductions, labor hours, and material costs. Looks up supplier pricing that changes weekly. Builds the quote in Excel. One wrong number and the job loses money. A shop doing 20 quotes a week at a 30% win rate is already leaving revenue everywhere. Slow response loses another 10-20% of winnable jobs because the customer went with whoever quoted first.

Each lost quote = $2K-$50K in potential revenue
Metal fabrication audit research, Meridian Shield baseline
Buyer on the line

Buyer called at 4:12 PM. You were tacking the bay-three skid frame.

Cold quote calls don't politely wait for you to finish a weld. The Brain answers, runs discovery in your shop's voice, pulls every comparable job from the last twenty-four months, and queues the quote for your estimator before the buyer hangs up.

Live · 4:12 PM

The bay can't pause every time the phone rings.

Buyers ask three shops for a quote. The shop that calls back first gets the job seventy-three percent of the time. You can't be that shop if you're hand-fitting a corner weld.

The Brain answers. Pulls comparable jobs. Captures the spec. Queues the estimator. The buyer hangs up thinking you're the most responsive shop in the metro.

Answered100%Calls
Captured4 minSpec
Estimator<2 hrRouted
CALL · 0:00
4:12 PM·
New buyer · referred by Cargill
Inbound · NovaFoods OKC
+1 (405) 555-1812
Quote in five minutes

The quote drafts itself from the takeoff.

Drop the print. The Brain reads the geometry, pulls your standing material costs, your machine rates, your finish standards, and drafts the line-item quote in your shop's pricing structure. The estimator reviews instead of building from a blank sheet.

Meridian Fabrication & WeldingQuote · 2026-05-01
Re: Cargill skid frameJob No. MFW-2026-1812

Quote Summary

Shop floor · live

Every job knows exactly where it is.

Quotes go out. Material lands. Cuts run. Welds finish. The shop floor board updates as each work center takes a job, without a clipboard ever leaving its hook.

Live · 9:14 AM

The shop floor moves without a clipboard.

Every column is a real work center. Every card is a job number with a real margin attached. Every minute a job sits in the wrong column is throughput you don't recover.

The Brain releases jobs to laser the moment the steel lands, sequences brake setups by tooling change, and flags any job whose actuals are about to break the quoted margin.

Released14Jobs
Margin31%Live
Shipped6Skids
Shop floor · todayLive
1 · Quoted
2 · Released
3 · In Bay
4 · Shipped
Hot quote
Cargill · 304SS skid
Job 1812 · 16 pcs · 12 ga
Brake → Weld
Auto-routed · ETA optimizedTick 0 / 12

What Your Operation Looks Like After AI

Not generic automation. These are the specific systems we build for Metal Fabrication Shops.

to navigate

automation · active
live
ReplacesExcel spreadsheets, manual material math, owner’s pricing memory

Instant Quoting with Auto Sheet Calculation

Enter dimensions and the system calculates stretch-out, sheet counts, weight, and bend deductions automatically. Current supplier pricing pulled in real time. Two-bucket cost breakdown (sheet cost with markup + production cost). Professional PDF quote generated in under 5 minutes. Customer gets a same-day quote instead of waiting 3 days.

Want this built for your operation? Book a call →
The dream state

Walk in to a shop floor that already scheduled itself.

While the bay was dark, the Brain priced overnight RFQs from prior takeoffs, locked material on the rush job, sequenced today's runs across laser, brake, weld, and finishing, and flagged the change order before it bites the margin.

Shop floor · 6:42 AM

Walk in to a shop floor that already scheduled itself.

Overnight RFQs already priced from prior takeoffs. Material already locked for the rush job. Today's runs already sequenced across the laser, the brake, weld, and finishing. Change orders already flagged before they bite the margin.

You walk into the bay already two days ahead of every other shop in the metro.

Quoted9RFQs
Released14Jobs
Shipped6Skids
6:42·
V
Vaught AI · Shop Floor
Your shop floor briefing is ready
now

The Gap Map

Where most $1M-$10M Metal Fabrication Shops are today vs. where AI-powered operations take them.

Quoting & Estimating
Today

Manual Excel calculations, 30-60 min per quote, material prices from memory

With AI Ops

Auto sheet calculation from dimensions, current supplier pricing, quote in under 5 min

Job Tracking
Today

Whiteboards, owner’s head, customers call and nobody can answer

With AI Ops

Real-time digital job board with 7-stage lifecycle, accessible from phone or shop floor

Material Cost Visibility
Today

Price sheet months old, no per-job cost tracking, 5% invisible margin erosion

With AI Ops

Multi-supplier database with current pricing, per-job cost tracking with markup and tax

Invoicing & Cash
Today

Invoicing delayed because busy in shop, 45-60+ day collections, progress billing manual

With AI Ops

Auto invoice on job completion, progress billing milestones, PDF generation, payment reminders

Profitability & Analytics
Today

No per-job P&L, find out at month-end if it was a good month, unprofitable jobs invisible

With AI Ops

Real-time margin per job, customer and product analytics, revenue trends, CSV export

Case Study

We built this for a metal fabrication shop. Here’s what happened.

Meridian Shield is a custom commercial roofing edge metal fabrication company. They were spending 30-60 minutes on every quote, manually calculating sheet metal quantities from stretch-out dimensions in Excel. Material prices lived in the owner’s head. Job status lived on whiteboards and in conversations. They had no per-job cost tracking, no profitability visibility, and no way to manage multiple suppliers in a single job.

Under 5 min (was 30-60 min)
Quoting time
3x more, same team
Quotes per day
Zero since launch
Material miscalculations
Real-time, per job
Profitability visibility
Automatic with PDF
Invoice generation
app.meridianshield.com
Meridian Shield dashboard showing active jobs, production status, and recent work orders

What we built for Meridian Shield

  • Quoting system with automatic sheet metal calculation from stretch-out dimensions
  • Two-bucket pricing model (sheet cost with markup + production cost)
  • Multi-supplier support with per-vendor cost tracking and sheet ordering
  • Full job lifecycle management (Quote → Production → Invoice → Paid)
  • Customer management with per-customer pricing overrides
  • Analytics dashboard with revenue, customer, and product insights
We went from spending an hour on every quote to under five minutes. The system paid for itself in the first month.
Owner, Meridian Shield

ROI Calculator

Plug in your numbers to see your potential annual impact.

Your Numbers

8
150
5
120
$5,000
$500$50,000
$35/hr
$20/hr$100/hr

Estimated Annual Impact

Admin time recovered$109,200
Quoting throughput revenue gained$2,730,000
Material margin protected$109,200
Total annual impact
$2,948,400
per year

Estimates based on metal fabrication industry averages. Material typically represents 40-60% of job cost. Quoting speed improvements based on Meridian Shield case study results (30-60 min to under 5 min). Material error rate of 5% is a conservative industry estimate. Actual results vary by company size, product mix, and implementation scope.

See Where Your Operation Stands

10 questions. 5 minutes. Get your AI Readiness grade with a breakdown of your top 3 operational gaps and what they're costing you.

Free · 5 minutes · 10 questions

How much money is your fabrication shop leaving on the table?

A 5-minute operational gap map for owner-operator metal fabrication, sheet metal, and machine shops. Score your shop across 4 categories. See where you're losing the most.

Score across 4 categories

Operations, Sales, Compliance, Financial. Weighted by what actually drives revenue.

See your top 3 gaps

The exact spots where your shop is losing the most money, with the dollar impact.

Get a personalized recommendation

Based on where you score, we tell you the package that fits. No upsell.

Walk away with a plan

Optional 15-min call to walk through your results with Joey, the founder.

We'll ask for your name and business email first so we can send you your results.

Foundation Outcome Guarantee

You see the dollar outcome in your dashboard. Or we work for free until you do.

If we miss the 90-day mark, the $1,000 deposit refunds in full and we ship you the working code repository to keep.

We have skin in the game. You don't.

Your first shop floor automation, live in 30 days. Or we don't bill the retainer.

The page above shows what we've seen across the industry. The Recovery Blueprint shows what's leaking in your specific shop. 15-minute call. Written report. You keep it either way. Built by a manufacturer who runs his own production company.

Industry benchmarks from metal fabrication audit research. Material cost ratios (40-60% of job cost) and margin erosion estimates based on industry averages for $1M-$10M fabrication shops. Quoting speed data from Meridian Shield case study (30-60 min manual to under 5 min automated). Change order revenue loss (3-8%) from manufacturing industry benchmarks. Quote follow-up close rate improvement (15-25%) from CRM industry data. Job-level profitability blind spots (10-20% of jobs at a loss) based on shops without per-job cost tracking. ISO 9001 nonconformity costs ($2K-$10K per audit finding) from quality management industry data. DSO and invoicing delay impact calculated at 10% line-of-credit rate. Case study results from an actual Vaught AI metal fabrication client engagement with Meridian Shield.

Vaught AI·vaught.ai