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Physical & IoT AI

Know Where Every Asset Is — In Real Time

AI-enhanced asset tracking combines IoT sensors, computer vision, and spatial intelligence to maintain real-time visibility of equipment, tools, vehicles, and high-value assets across facilities and supply chains — eliminating the labor cost of manual asset management and the business impact of misplaced or misused assets.

Overview

What RLM Delivers

Enterprises spend enormous resources searching for assets that should be easy to find. AI asset tracking delivers real-time location awareness, utilization analytics, and automated exception alerts — turning asset management from a manual burden into a passive capability.

How We Work

Our Advisory Approach

Every engagement follows a structured process — from discovery and vendor evaluation to pilot design and scale — adapted to the specific constraints and maturity of your organization.

1

Asset Inventory & Tracking Needs Assessment

We catalog the asset categories where tracking would deliver the highest ROI — high-value equipment, frequently misplaced tools, regulated assets, shared fleet vehicles — and assess the location accuracy and latency requirements for each category.

Asset InventoryROI AnalysisRequirements Definition
2

Technology Selection

Asset tracking uses multiple location technologies depending on the environment and accuracy requirements: RFID, BLE beacons, UWB, GPS, Wi-Fi RTT, and computer vision. We evaluate the right technology mix for your specific use cases and environments.

Technology EvaluationAccuracy RequirementsEnvironment Assessment
3

Platform Evaluation

We evaluate asset tracking platforms — Zebra Technologies, Impinj RFID, Kontakt.io, Sewio, and others — against your asset categories, facility types, and integration requirements.

Platform EvaluationIntegration AssessmentAccuracy Testing
4

Integration with ERP & Maintenance Systems

Asset location data integrates with maintenance scheduling, utilization reporting, compliance documentation, and procurement systems to create a complete asset lifecycle management capability.

ERP IntegrationMaintenance System IntegrationReporting Design
What to Evaluate

Critical Selection Criteria

These are the evaluation dimensions that consistently separate successful deployments from expensive pilots that never reach production scale.

01

Location Accuracy

Required accuracy varies by use case — room-level (RFID) is sufficient for some applications; sub-meter (UWB) is required for others. Evaluate location accuracy against your specific use case requirements.

02

Tag Cost & Battery Life

Asset tracking economics depend on tag cost and battery replacement burden. Evaluate total tag lifecycle cost — hardware, installation, battery replacement — against the value of tracking each asset category.

03

Coverage in Your Physical Environment

RF-based tracking is affected by metal, liquids, and physical structures. Evaluate coverage reliability in your specific facility types — warehouses, operating rooms, manufacturing floors — with representative testing.

04

Scale & Performance

Large enterprises track tens or hundreds of thousands of assets. Evaluate platform performance at your target scale — update latency, query speed, and storage requirements at full asset catalog size.

05

Integration with Existing Systems

Asset tracking value is maximized when location data flows into maintenance, ERP, compliance, and reporting systems. Evaluate the quality and breadth of available integrations.

06

Analytics & Utilization Intelligence

Beyond real-time location, asset tracking platforms should provide utilization analytics — identifying underutilized assets available for redeployment and overutilized assets requiring additional capacity.

"RLM brought structure to a process we didn't know how to start. They asked the right questions, surfaced the right vendors, and kept us from making decisions we would have regretted."

CTO — Mid-Market Financial Services Firm

"What set RLM apart was that they didn't have a preferred answer. They evaluated our options honestly and told us what they actually thought."

VP of IT — Regional Healthcare System

Ready to Explore Your AI Options?

Start with a no-cost conversation with an RLM AI advisor — vendor neutral, no agenda, just clarity.

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