Gain real-time insights
Predictive Maintenance for the Industrial Base
We deploy Nvidia-Certified Edge AI directly onto your mission-critical assets to eliminate unplanned downtime. No cloud latency. No "preventive" guessing. Just Operational Reality.
The Operational Reality (The Problem)
THE "SILVER TSUNAMI" IS HERE
Your most experienced Master Mechanics—the ones who could walk past a pump and hear a 5-micron misalignment—are retiring. When they leave, that tribal knowledge leaves with them.
You are left with two expensive options:
Run to Failure: Wait for the boom, then pay premium rates for emergency repairs.
Calendar Maintenance: Replace perfectly good parts because a manual says "it's time," wasting thousands in budget.
The Architecture of Readiness
Raw Physics -> Edge AI -> Actionable Intelligence. Zero Cloud Latency
High-Fidelity Acquisition
We clamp sensors directly to the motor housing. Sampling vibration/temperature at 1kHz. We hear the friction before you feel the heat
Local Signal Processing
Advanced Micro-controller compute nodes run Python-based FFT algorithms on the device. No data leaves the shop floor unless you authorize it."
Instant RUL Prediction
The AI calculates Remaining Useful Life (RUL). If the 'Health Score' drops below nominal, the 'Red Light' triggers physically and digitally.
The PowerMovz Solution: The PowerMovz AI Readiness Node digitizes the "feel" of the machine. By combining 21 years of DoD/Shipyard operational rigor with advanced Fast Fourier Transform (FFT) signal processing, we detect bearing fatigue, looseness, and thermal anomalies weeks before failure.
THE "COST OF DOING NOTHING" (The ROI)
"The Math of Failure."
REACTIVE MAINTENANCE
Unplanned Downtime: $100,000 / hr
Emergency Parts Shipping: $15,000
Overtime Labor: $5,000
Total Event Cost: $120,000+
PREDICTIVE INTELLIGENCE
Installation: Non-Intrusive (1 Hour)
Alert Time: 14 Days Prior to Failure
Repair Cost: Scheduled Maintenance (Standard Labor)
Total Pilot Investment: (Flat Fee)
"One save pays for the entire program."
STRATEGIC AUDIT
AI READINESS ASSESSMENT
We physically inspect your facility to bridge the gap between OT (Operational Technology) and IT. We identify the "High Value, High Pain" assets that are ready for immediate digitization.
DEPLOYMENT
The "PowerMovz AI Readiness Node"
Custom-fabricated Edge AI sensors installed directly on your equipment. We wire the sensors, solder the connections, and train the AI models specifically for your unique vibration signatures.
SUSTAINMENT
INDUSTRIAL MLOps
AI models drift. We provide recurring engineering oversight to retrain models as your machinery ages, ensuring your dashboard always reflects ground truth
The Founder
ENGINEERED BY EXPERIENCE
Reuben Saunders
Founder & Chief Architect
Most AI consultants have never set foot on a factory floor. They treat industrial assets like lines of code in a cloud server.
Reuben Saunders is different. With over 21 years of operational experience inside the fence line of Norfolk Naval Shipyard and Newport News Shipbuilding, Reuben understands that in heavy industry, "downtime" isn't just an inconvenience—it's a mission failure.
Starting as a Sheet Metal Apprentice and rising to Supervisor managing critical path projects on nuclear-powered vessels, Reuben mastered the physical reality of mechanical systems. He then pivoted to engineering, earning a B.S. in Electronic Systems Engineering Technology (Mechatronics) to bridge the gap between heavy metal and advanced intelligence.
Today, he leads PowerMovz AI Architects with a singular mission: To deploy Nvidia-Certified AI solutions that respect the physics of your shop floor.
THE OPERATOR
Sheet Metal Supervisor with an Active Secret Clearance. Expert in logistics, safety compliance, and executing complex availabilities on submarines and Aircraft Carriers.
THE ENGINEER
Academic and practical mastery of Mechatronics. Fluent in PLCs (Siemens S7-1200), FPGA design, and industrial circuit analysis. We don't just write code; we understand the voltage running through your machines.
THE ARCHITECT
Nvidia Deep Learning Institute Certified. Specializing in Edge AI, Computer Vision, and Predictive Maintenance algorithms that run locally—secure, fast, and disconnected from the cloud.
INITIATE PILOT PROGRAM
We are currently accepting pilot partners for the Q1 2026 "Readiness Node" deployment. Please SUBMIT form below
"Request an AI Readiness Audit" or "Engineering Inquiry"
Direct line to the Chief AI Architect. Please provide technical context for your request.
Technical FAQs
Does this require access to our corporate Wi-Fi?
No. The Readiness Node operates on a strictly "Air-Gapped" architecture. We can store data locally on SD/SSD or use a cellular backhaul that never touches your internal network.
Do you need to shut down the machine to install it?
No. Our magnetic/epoxy mounting system is non-intrusive. We can deploy while the asset is running.
What happens after the 30-Day Pilot?
We deliver a comprehensive Asset Health Report (PDF) detailing the vibration baseline and spectral analysis. You own the data. We then discuss a Phase 2 fleet-wide deployment.
Copyright 2026. PowerMovz Ai Architects. All Rights Reserved.