Industry Focus

Manufacturing

Production floors, machine shops, fabrication facilities, and industrial operations. We build the systems that give you real-time visibility and automate the work that slows your floor down.

The Problem

Where manufacturing operations lose margin

The gap between what your floor produces and what your data shows you is where margin disappears. Manual processes, equipment downtime, and slow reporting compound the problem.

01

Equipment downtime you can't predict

Maintenance scheduled by calendar instead of condition means unexpected breakdowns that stop production lines and generate emergency repair costs.

02

Production data that's always stale

Output, defect rates, and throughput tracked in spreadsheets updated end-of-shift means you're always making decisions with yesterday's data.

03

Billing and job costing done manually

Custom work orders, material costs, and labor hours reconciled manually at month end - creating invoice lag and missed cost recovery.

What We Build

intelligent systems built for the production floor

Predictive Maintenance

AI-triggered maintenance based on equipment performance data - preventing failures before they stop your floor.

Live Production Intelligence

Real-time dashboards showing output, cycle times, defect rates, and OEE - updated continuously, not end-of-shift.

Job Costing & Billing Flows

Material, labor, and machine time captured automatically per job order - invoices generated on completion with full cost detail.

Inventory & Materials Tracking

Raw material levels, work-in-progress, and finished goods tracked in real time - with automated reorder triggers.

Quality & Compliance Tracking

QC inspections logged digitally, defect data tracked by machine and operator, and compliance documentation maintained automatically.

Scheduling & Capacity Planning

Production schedules built and adjusted automatically based on orders, machine availability, and crew capacity.

40%
Reduction in unplanned downtime
Real-time
Production visibility
50%
Less admin & reporting time
8 wks
Average to live
The Platform

Plant floor to boardroom. All in one view.

Live OEE by machine, production output, quality summary, inventory, machine downtime, and your AI operations engine - all in real time, without anyone pulling reports.

TMI Manufacturing Intelligence - plant overview, AI operations engine, production OEE, quality summary, supplier performance
Manufacturing Command Center - Plant Overview, OEE Tracking, AI Engine, Quality & Inventory
Built for You

Systems built for manufacturing.

Built for production floors where every hour of downtime has a dollar cost and every manual process is a margin problem waiting to be solved.

How It Works

Three steps. Your operation, automated.

01

Map your operation

One call. We walk every process, bottleneck, and gap in your workflow. Nothing gets assumed. Nothing gets skipped.

02

We build it

Custom AI infrastructure built specifically for how you operate. Done for you. 14 days max. No templates. No generic software.

03

You run it

Your team gets trained. The system runs. We stay on for support. You never deal with a generic software vendor again.

Key Systems

What gets built for your operation.

Production Order Tracking

Tracks every work order from release to shipment in real time. Bottlenecks surface before they delay delivery.

Quality Control Logging

Inspection results, defect rates, and rework events logged at each stage. Quality issues show up in data before they reach customers.

Inventory and Materials Management

Raw material levels, WIP, and finished goods tracked in real time. Reorder triggers fire automatically before production stalls.

Downtime and OEE Tracking

Machine downtime gets logged at the source. Availability, performance, and quality metrics feed into OEE automatically.

Supplier and PO Management

Every open purchase order tracked against expected delivery. Delays surface before they shut down a production line.

Labor and Shift Reporting

Shift production, labor hours, and output per operator captured automatically. Productivity is visible without waiting for end-of-day reports.

Common Questions

What operators ask us.

We build a live tracking layer that captures work order status, machine utilization, and output at the point of work - not after the shift ends. Supervisors see what is happening on the floor in real time.

Yes. Inspection results and defect data get captured at each stage and tied to the work order. Patterns show up in the data before they become customer complaints or rework costs.

Material levels are tracked in real time. When raw stock drops below threshold, reorder triggers fire automatically. You stop finding out you are out of something when production is already stopped.

We build around what you have. The infrastructure fills the gaps - usually the manual steps and data entry that currently live between systems.

14 days from the mapping call to deployment, including training for production and management staff.

Get Started

Ready to get real-time visibility into your floor?

Tell us about your manufacturing operation. We'll build around your equipment, workflows, and output goals.

How We Work

Four ways to build with TMI.

Every engagement is different. Whether you need the full operating system or one agent solving one problem - we have a format that fits where you are right now.

Full Install

Agentic OS

One engagement. Every system. TMI designs, builds, and installs your complete AI operating system - from lead intake to final output. You own it. It runs without us once it's live.

Book a Strategy Call →
Targeted Build

OS Bundles

Pre-configured intelligent systems built for your industry. The highest-impact functions deployed faster - starting with what moves the needle most for your operation and expanding from there.

See What's Included →
Single System

Agents

One agent. One problem. Purpose-built AI for the specific friction point costing your business the most right now - dispatch, estimating, follow-up, compliance, or anywhere else it's bleeding.

Start With One Agent →
White-Label

Licensing

Agencies and consultants can license TMI's proven systems to deploy for their own clients - under your brand or ours. Done-for-you infrastructure you didn't have to build from scratch.

Inquire About Licensing →

Not sure which format is right for where you are? Every engagement starts with a strategy call. We'll tell you exactly what to build and in what order.

Book a Strategy Call →

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