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Stop focusing on derailment reductions
Focus on Stopping unplanned Stops

Imagine a world where every railcar
bearing reports it’s health with actionable notice.

Detecting problems literally months before it escalates into temperature event isn't
science fiction; it's the promise of predictive maintenance powered by RealSense. ​

No more unplanned Stops
Bring unplanned train stoppages to near zero, eliminating cascading delays and keeping valuable freight moving.
Optimize Maintenance Safety
No more bearing inspections or maintenance at night, in harsh weather, or with overtime crews in less than ideal conditions.
Align Goals
Operations and Safety can finally work together. A more efficient network is also a safer one.
The Core Issue

The HBD Dilemma

Hot Box Detectors stop trains an estimated 30,000 times per year.
Every stop costs money and creates friction in the system, causing delays that often cascade into public throughways.
These stops result in field repairs, frequently in adverse conditions, that could have been safely performed in a controlled shop environment during regular hours.

The REAL problem is unplanned stops!

What if we make them go away?

INDUSTRY IMPACT

The Cost of Status Quo

Why is the industry okay with these numbers? $50B is lost to unplanned down time across all industries. What is the true share in Railroad?

9,000+
Unplanned Stops / Yr
$200M+ Loss From Stoppages
~30,000
HBD Caused Stops
How many derailments are avoided?
1,000+
Derailments Annually
1,200+ System Critical incidents
$1B+
Catastrophic Loss
From one catastrophic derailment

NETWORK EFFICIENCY

Vast Coverage. Minimal Hardware.

Detecting failure early is only half the battle; ensuring that data reliably reaches you is the other. While legacy competitors struggle with weak signal ranges requiring massive infrastructure, RealSense achieves real word range to 750M/2500 ft in the noisiest of industrial environments. Even longer in open pit min applications.

97% reduction in gateway hardware costs

Typical Installation Using Bluetooth Low Energy

65m / 200 ft Range

145 Gateways needed

Real-life example: 250,000 sq ft factory. Gateways shouldn't be a liability for getting your valuable data. They add cost and little value.

≈ More than $50,000 in gateway hardware

* Every gateway is a potential failure point and a maintenance cost.

RealSense

750m / 2,500 ft Range

Only 3 Gateways needed

Same 250,000 sq ft factory. Even if one fails, redundant gateways capture 100% of your sensor data.

Less than $15,000

* Predictive maintenance shouldn't create its own maintenance headaches.

Click the button to test network resilience

Typical Installation

One gateway per train car = single point of failure. If the gateway fails, the entire car's sensor data is lost.

Car 1
Car 2
Car 3

RealSense Advantage

Track-side network. Sensors connect to multiple track-side cell towers horizontally, ensuring no single point of failure.

Car 1
Car 2
Car 3

Legacy Competition

One gateway per machine area. Total data loss on failure.

RealSense Mesh

Redundant factory gateways. Uninterrupted data flow.

The Physics of Failure

Don't wait for the heat.

Traditional Hot Box Detectors (HBD) rely on thermal energy, which only appears at the very end of a failure cycle. By then, damage is catastrophic.

RealSense Advantage

Detects microscopic vibration signatures 12-18 months early. By seeing failure at its very start, degradation progression over time becomes predictable.

The HBD Dilemma

Temperature doesn't always appear, but if it does, the warning times are measured in minutes resulting in a thermal runaway event.

Degradation Curve Analysis

X: TIME TO FAILURE | Y: VIBRATION LEVEL
Predictive (Safe)
Audible / Spalling
Thermal Burn Off
12+ MONTHS LEFT MINUTES LEFT INSTALLATION MICRO-FRACTURE AUDIBLE / SPALLING HEAT/FAILURE
Beyond Data Transmission

The Multi-Gateway Advantage

Distributing individual gateways across the asset doesn't just ensure perfect data redundancy. It unlocks massive secondary benefits that streamline operations and maintenance.

Precision Asset Tracking

By utilizing redundant gateways where every sensor can send data through every gateway RealSense always knows where your asset is, even if GPS isn't available. This enables redundant car location services, so the location of your car is always known.

Bypass Maintenance Bottlenecks

By using a combination of our national network infrastructure and augmenting with wayside gateways the network is always accessible for any repair. Compare this with gateways that need to be replaced on cars where their location is unknown.

Process Architecture

From Sensor to Insight

RealSense cuts through the AI hype to deliver real results. We blend deterministic models where it matters most and machine learning where it adds the greatest value.

01

Sense

It all begins at the edge. Miniaturized sensors capture rich data samples to detect microscopic subsurface cracks.

02

Analyze

On-board Machine Learning and deterministic models create usable information and increases battery life.

03

Transmit

This actionable data is sent over our secure and redundant network covering most of North America.

04

Resolve

Operations and Safety align. Schedule targeted repairs under controlled circumstances during normal hours. Zero emergency stops.

Hardware Solutions

Purpose-Built for the Real World

We are specialists in long lead time bearing and gear degradation detection.

Flagship

RSVT4 Sensor

For High-Value Assets

Provides best-in-industry detection (up to 18 months) for the most complex machines. Filters out lubrication issues from actual damage using on-board ML. Also uses patent-pending ML for detecting gear and gear mesh degradation.

  • 18-month degradation detection
  • Edge-processed ML

RSL-VT3 Sensor

Balance of Plant

Intended for lower cost applications where 18-month detection isn't a priority. Perfect for balance of plant equipment like fans, blowers, pumps, and gear motors. Fills the gap to protect redundant assets optimally.

  • Lower cost profile
  • Patent-pending ML gear detection

RSTLA Logger

Location, Load, Abuse

Know when your asset is being loaded/unloaded, where it is, and if it has taken too much force. Built-in 3-way accelerometer saves abuse events and transmits them seamlessly when in range of our network.

  • Nationwide location tracking
  • Impact / Abuse monitoring
Live Connectivity

RS Connect: Coast-to-Coast Coverage

We are building the first dedicated industrial IoT network for the North American railroad. Think of it as millions of Hot Bearing Detectors already deployed where each one provides months of notice. The network scales and is easily augmented with Wayside installations. If you want to be a partner in making the railroads more efficient and by extension safer, click this link. We would love for you to partner with us in this very important task.

System Online

Redundant Gateways

We believe data should always make it to where it needs to get to. That's why our network builds in redundancy so that any sensor is able to speak to any of our gateways.

Over 2,000 Nodes

One of our first tested corridors between Washington DC, and Charlotte yielded 2,500 connections. For comparison, there are ~18 Hot Box Detectors on this same line.

Washington Richmond Raleigh Greensboro Charlotte Baltimore Harrisburg Norfolk Lynchburg Charleston Cincinnati Dayton Knoxville Wilmington Ohio West Virginia Virginia Kentucky North Carolina New Jersey Delaware

Washington, DC

Northern Terminus

620+Nodes
3Gateways

Richmond, VA

Mid-Corridor Hub

480+Nodes
2Gateways

Raleigh, NC

Junction Node

540+Nodes
2Gateways

Greensboro, NC

Western Spur

380+Nodes
2Gateways

Charlotte, NC

Southern Terminus

480+Nodes
2Gateways
RS Connect Corridor
Railroad Network
State Borders
0 Active Nodes
11 Gateways
~500 mi Corridor
Pilot Corridor Active