AI Automation Systems · Business & Industrial

Underneath, every business is a factory.
Most run it by hand.

We engineer the line that runs it: accurate AI built into your real systems, with your team trained to run it. The same rigor we proved on actual factory floors, now driving the work your business runs on.

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Trusted by teams at
Boeing Capital West Partners McLaren F1 EQ3 John Deere Aligned Vision Bobcat Electroimpact
AI Functions Systems Integration Personnel Training
The difference

Most can do one.
Some can do two.
We do all three.

A 60% demo is easy to build once. Doing it consistently is the hard part: a tool that swings between 30% and 60% is useless in production. Hold it steady at 75% and you're 4x faster, at 95% you're 20x. That reliable jump is what we engineer.

Why AI is hard

The software is rarely the problem. Adoption is.

More tools and more training only help if they start from what the people doing the work actually need.

Most AI projects run the same order: leadership picks a tool, books the training, and hopes the team figures it out. The technology usually works. It just goes unused, because a tool only earns its place when it fits the way people already work, and that rarely happens by accident.

So we run the order backwards. Before we build or teach anything, we start with the people doing the work and design around them, leaning on tools they already know so the new way feels familiar. When the workflow comes first, adoption stops being a hope and becomes the plan.

The order, reversed

A process shaped across many real deployments.

01

Start with the work

We sit with the people doing it and map how the work actually flows today.

02

Design around them

We build to fit that workflow, leaning on the tools they already use.

03

Prove it in weeks

Something working fast, measured in real outcomes, not quarters of strategy.

04

Hand it over

Your team runs and improves it, with no one from Metrized required.

What we build

We don't just advise. We build it with you.

There's a wide gap between a convincing demo and a tool your team actually relies on every day. We build the working system with your team, then train them to run it.

01

Agentic & Back-Office Automation

Agents that take real action across your tools, from drafting and scheduling to reporting and reconciliation, with guardrails and human sign-off where it counts. Not chatbots.

02

Design & Content Automation

The repetitive creative work, handled: editable layouts from a flat PDF, on-brand assets, ad reports, and store updates, with automated visual checks so nothing ships off-brand.

03

Computer Vision & Inspection

Defect, weld, and FOD detection trained on your parts and lighting, holding up to real conditions, with same-day retraining when your line changes.

04

Custom Tooling & Training You Own

Custom tools and dashboards wired into your stack, plus training we write with your experts, so your team keeps getting more from it after we've gone.

Selected work

Where it's already working.

Not demos. Real systems running in real businesses and on real production lines.

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Corporate finance · Delivered

An M&A deal team's research, comps, and pitch docs, automated into a skill suite.

Agentic workflows Brand formatting Team training

An M&A advisory team was losing days to research, buyer and target lists, comps, precedent transactions, and drafting CIMs and teasers. We built a suite of automations for all of it, formatted to their brand, and trained the team to run it themselves.

Days of analyst work, now done in hours, and fully owned by their team.
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Design & content · In production

Editable brand layouts, rebuilt from a flat PDF, with automated visual QA.

Layout automation Marketing assets Store integration

We took the repetitive studio work off a retail brand's plate: an agent rebuilds fully editable layouts from flat PDFs, creates hang-tag and icon artwork, pulls together ad-performance reports, and updates their store, checking its own work so nothing ships off-brand.

Hours of manual layout and reporting, now handled on its own.
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Computer vision · On the floor

When reflective surfaces threatened a weld-inspection rollout, we retrained the model the same day.

Defect & FOD detection Edge deployment Aerospace & heavy equipment

Our FOD and weld-detection models run on aerospace and heavy-equipment lines every day. When reflections off bare metal started tripping false positives and threatening a rollout, we got on-site, retrained on corrected data, and had the new model back on the line within hours.

Same-day retrain and redeploy, and the project moved straight on to its next phase.
Ask first

Not sure what's automatable? Just ask.

Talk through an idea with our automation voice agent. Walk it through what you want to automate, hear where we can help and what we've built for teams like yours, and get practical suggestions for scoping it, even if you want to take the first pass yourself.

A quick first take, not a formal scope. When you're ready for that, start automating below.

Start here

Bring us a process.
We'll build the AI that runs it.

Tell us about the work that's slow, manual, or error-prone, whether in the back office or out on the floor, and we'll come back with a clear plan to automate it. No sales pitch.