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AI, built for the businesses that build things.

We embed with manufacturers, fabricators, and distributors and put AI to work inside your real operations — built on the systems you already run.

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Built by operators from the floors that built them

TriState Container Meridian Steel Atlas Packaging Vanguard Fab Keystone Dist. Foundry Works

Our Approach

We don't bolt on a tool. We rebuild how the work flows.

Three steps, on your stack, measured on your numbers — not a year-long migration with a binder at the end.

Operations audit — plant floor
Step 1 — Operations Audit

We walk the floor and the systems.

Before a line of code, we map exactly where hours and margin leak — quote desk to shipping dock — and rank the wins by payback.

Case study
Build on your stack
Quote Draft · RFQ #4471 READY
Laser cutting$14,200
Forming & brake$9,640
Welding$16,800
TOTAL$48,250
Step 2 — Build On Your Stack

On your ERP. No rip-and-replace.

We build AI on top of the tools you already run — no second system to learn, no 18-month timeline.

Deploy and compound
Step 3 — Deploy & Compound

Into production, then the next workflow.

Live alongside your team, tuned over time, and extended workflow by workflow. The value compounds.

Autonomous System

It keeps getting better while you run the plant.

Every quote, order, and shift teaches the system. Accuracy and throughput climb on their own — no analyst, no spreadsheet.

Throughput vs. Forecast ▲ +12.4%
98.6% on-time
Actual Forecast

Why It Compounds

Only AI-ready operations will compound.

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.01

Reduce Operational Drag

Kill the manual keying, the chasing, the rework that taxes every order.

.02

Quote and Ship Faster

Turn RFQs around in minutes and hold your promised dates.

.03

Scale Without Hiring

Get more out of the same crew and footprint — leverage, not headcount.

Where We Deploy

Put it to work where the money moves.

The first agents we deploy on most floors — then we keep going.

Quoting & Estimating

RFQs, specs, and drawings into priced quotes in minutes.

Order & Document Intake

POs, BOLs, invoices, even faxes into your ERP, automatically.

Production & Scheduling

Smarter floor scheduling and bottleneck prediction from your data.

Maintenance & Inventory

Catch failures early; forecast demand and keep the line stocked.

…and 300+ additional operations workflows

Fully Integrated

Built to work with your systems.

We never force a migration. Scalyr connects to the ERP and tools your business already runs and works inside them.

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SAP Epicor NS qb Sage SF Infor Plex

In Production

Agents already running on the floor.

Agent 01 — Quoting

Quotes out the door in minutes.

Built after embedding with your estimators and deployed across your existing ERP. No migration.

Capabilities

Parse RFQs, specs & drawings Pull live material & labor costs Apply your margin rules Draft the quote in your ERP
Agent 02 — Intake

Every document, keyed for you.

Reads what your customers and vendors send — in whatever format — and posts it clean. No migration.

Capabilities

Read POs, BOLs & invoices Match to open orders Flag exceptions for review Post straight to your ERP
Agent 03 — Maintenance

Catch failures before the line stops.

Watches the signals your machines already produce and predicts trouble while there's still time to act. No migration.

Capabilities

Watch machine signals live Predict failures early Schedule around production runs Order the parts ahead of time
On the plant floor

The plants that adopt AI now will run circles on the ones that don't.

— Scalyr

Free Operations Audit

Find the money in your operation.

We walk your floor and your systems and show you exactly where the hours and margin are leaking. No slides, no obligation.

Scalyr — Book an Operations Audit

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Find your first AI win.

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See it in production

Case Studies →

See it in production.

View case studies