DFW
Houston
Austin
San Antonio
Business+Technology
Digital Transformation · AI

AI that runs your operation, not just a demo.

Most manufacturing AI projects die in the pilot phase. We deploy AI that integrates into your actual workflows -- demand forecasting, predictive maintenance, pricing optimization, and intelligent routing -- governed by operational data contracts.

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The Problem

AI Pilots That Never Reach Production

Data science teams building models that never connect to production systems
AI demos that impress the board but don\u2019t handle real-world edge cases
No governance framework for when AI decisions override human judgment
Vendor black boxes that can\u2019t be audited, explained, or tuned by your team
What We Deliver

Service Scope

01

ML models trained on your order history, seasonality, and market signals to predict demand by SKU, customer, and channel. Integrates directly with your planning and purchasing workflows.

02

Analyze equipment sensor data to predict failures before they happen. Maintenance scheduling optimized around production plans, not arbitrary intervals.

03

Computer vision and anomaly detection for automated quality inspection. Catch defects earlier in the process and reduce scrap rates.

04

Dynamic pricing models that factor in costs, competition, customer segment, and inventory position. Governed by business rules so pricing stays within approved boundaries.

05

AI-powered order routing that optimizes for cost, speed, and inventory balance across warehouses and fulfillment channels. Real-time decisions at order entry.

06

Extract data from POs, invoices, RFQs, and spec sheets automatically using NLP. Eliminate manual data entry from paper and PDF-based workflows.

How We Work

Engagement Process

01
Use Case Identification

Evaluate your operation for AI readiness. Identify use cases with the highest ROI and data availability. Prioritize based on business impact.

02
Data Preparation

Clean, structure, and pipeline the data needed for model training. Address quality gaps and establish ongoing data feeds.

03
Model Development

Build, train, and validate models against historical data. Benchmark against your current process accuracy and speed.

04
Integration & Governance

Connect models to production systems with monitoring, alerting, and human-in-the-loop governance. Define escalation rules and override procedures.

05
Production & Tuning

Deploy to production with A/B testing, drift monitoring, and continuous retraining. Models improve as your data grows.

Common Questions

Frequently Asked Questions

Work with Metrotechs

Every engagement starts with an assessment.

Not a proposal. Not a sales call. We tell you what we find, not what you want to hear. The Launchpad assessment maps your operation before any software work begins.

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