A continuous thermal monitoring system. Not a once-a-quarter snapshot.
Trusted by industry leaders
MSAI Connect watches your critical electrical and mechanical infrastructure with fixed-mount thermography, running continuously - not on a handheld route. Thermal signals are corroborated against visual, vibration, and environmental data, so a hot connection in a panel, a drive enclosure losing cooling, or a bearing building heat gets confirmed before it’s escalated. That corroboration is what separates a real fault from a one-off reading, so the alerts you act on are worth acting on. An annual IR scan is a moment in time. MSAI is the time in between.
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30 minutes. No commitment. We’ll look at your panels, drives, and rotating equipment - not a generic demo.
Built for reliability, maintenance, and facilities teams in distribution, parcel, cold storage, airports, and data centers - where heat builds quietly before it becomes an outage.
What is continuous thermal monitoring?
A continuous thermal monitoring system is fixed-mount infrared sensing that watches the temperature of critical equipment around the clock - instead of relying on a technician with a handheld camera walking a route once a quarter or once a year. Most facilities already use thermal: an annual electrical inspection, a periodic scan on a few drive cabinets. The problem isn’t the technique. It’s the frequency. A scan only shows you the moment it was taken.
Thermal is the strongest early-warning signal for anything that uses or carries power - but it works best corroborated
Nearly everything that carries current or transmits mechanical load gets hot before it fails. That’s why thermal is the foundation of early degradation detection across electrical and mechanical assets. But thermal alone has limits:
- A thermal-only program can miss a developing bearing fault that hasn’t generated heat yet - vibration sees it first.
- A periodic IR route catches what’s hot on the day you walk it, and misses the fault that develops three weeks later.
- Sealed or enclosed equipment limits what a handheld camera can see in a single pass; fixed-mount sensors don’t have that limitation.
MSAI runs continuous fixed-mount thermography alongside visual, vibration, and environmental sensing, and corroborates across them - so thermal anomalies are confirmed, not just flagged.
By the time the breaker trips, the heat has been building for days. The question is who’s watching in between.
Loose terminations, overloaded circuits, phase imbalance, capacitor aging, cooling fan decline - these failure modes generate heat with no visible symptom and no PLC-level alarm until the fault crosses a threshold and trips or arcs. That’s the nature of electrical and thermal degradation: it’s silent until it isn’t.
Reliability and facilities teams describe the same three blind spots on thermal:
“We do annual IR scans on the switchgear. Anything that develops between scans, we don’t see until it trips.”
“Our thermal program covers the panels we can get a tech to with a camera. The enclosed cabinets and the harder-to-reach equipment don’t get the same attention.”
“We’ve had false alarms from a single sensor before. Now people second-guess the alert instead of acting on it.”
That third one is the expensive one. A single uncorroborated signal either gets ignored as noise or escalated every time it twitches. Neither protects you. The fix isn’t more sensors pointed at the same thing - it’s thermal confirmed by a second and third signal before it reaches a person.
See how continuous, corroborated thermal detection closes the gapThree gaps periodic thermal scanning leaves open. MSAI Connect closes all three.
MSAI Connect runs fixed-mount thermal, visual, vibration, and environmental sensing, unified through the MSAI Hub as an intelligence layer above the systems you already run. It doesn’t replace your CMMS, SCADA, BMS, or DCIM - it surfaces what they can’t see between inspections.
Frequency - continuous, not annual.
An annual or semi-annual IR inspection is a snapshot. Electrical and mechanical degradation doesn’t wait for the next scheduled scan - heat builds over hours to days, not on a calendar. MSAI monitors continuously, so a developing hot spot is visible while it’s still a maintenance event, not after it’s already a trip or a fire risk.
Coverage - inside energized infrastructure, continuously.
Fixed-mount thermal sensors watch switchgear, UPS cabinets, ATS lineups, electrical panels, MCC and VFD enclosures, generators, and rotating equipment around the clock - including the cabinets and access-restricted equipment a handheld route struggles to reach consistently. The asset is watched the same way every hour of every day, not just on inspection day.
Modality - corroborated, not isolated.
A thermal reading on its own forces a choice between sensitivity and noise. MSAI correlates thermal against visual, vibration, and environmental signals, and expert-guided signal calibration tunes the system to your environment - so when a hot spot is confirmed across modalities, it’s credible. A one-off thermal blip doesn’t escalate, and a real one doesn’t get missed.
One platform, every asset where heat is the first warning sign.
From switchgear, panels, and busbars, through MCC and VFD cabinets, UPS systems, ATS lineups, and generators, to motors, bearings, and drive components - MSAI Connect’s fixed-mount thermography watches the electrical and mechanical assets where heat shows up first, before the failure does.
What you give up with periodic, single-camera thermal scans.
This is the gap. A periodic scan is one camera, one pass, with no way to confirm what it finds. MSAI is continuous, corroborated, and always watching - across every asset where heat is the first sign something’s wrong.
What a single thermal-related failure costs - and what catching it early is worth.
Industry benchmarks put unplanned downtime at roughly $125,000 per hour as a cross-sector median, and $10,000–$50,000 per hour in sortation and distribution environments specifically. A single unplanned electrical or drive failure typically runs $12K–$24K once you count the halted asset, idled labor, the emergency callout, and the secondary damage a trip or seizure takes out with it. The U.S. Department of Energy calculates reactive maintenance costs 3–5x more than planned maintenance. Electrical distribution and lighting equipment is involved in an estimated 19% of U.S. warehouse structure fires. The value of continuous thermal monitoring is the difference between a breaker trip or a fire-risk event and a part swapped during planned downtime.
Sources: ABB Value of Reliability Survey, 2023; Siemens Senseye True Cost of Downtime, 2024; NFPA, 2018–2022 data; U.S. DOE FEMP.
The proof is documented, not theoretical
- Detected early-stage thermal anomalies in industrial power and equipment infrastructure, preventing fire-risk events and contributing to a 62% reduction in asset failures and $550K in avoided downtime.
- Detected early thermal anomalies in battery testing infrastructure before escalation into thermal runaway events, eliminating safety incidents and reducing downtime by ~30%.
- Detected a conveyor belt running ~20°C above baseline in a high-throughput fulfillment center - repaired before failure, ~$10K in downtime avoided.
- Caught friction caused by trapped material in a conveyor system before it escalated - ~4 hours of downtime and ~$24K in operational impact avoided.
- Enabled continuous, real-time thermal monitoring across a large-scale infrastructure environment - improving resiliency, reducing monitoring latency to sub-second levels, and lowering monitoring costs by over 70%.
- Early detection across conveyance assets at a Fortune 50 distribution facility - full ROI within roughly one month.
What reliability, facilities, and operations leaders tell us about thermal monitoring with MSAI.
in avoided downtime from a single deployment, driven by early thermal detection that contributed to a 62% reduction in asset failures.
Scheduled maintenance is a snapshot in time. It’s only effective from the moment you walk away. Once you’ve walked away, that inspection’s out of date - the condition could have changed and you don’t know.
Just because you can detect it doesn’t necessarily mean you won’t still have the event. The idea is that you have enough time to plan your maintenance correctly.
The biggest shift for us wasn’t adding more data - it was seeing issues earlier. Once you can see degradation before it becomes a fault, you stop reacting and start planning.
What you’ll see in 30 minutes
Live continuous thermal monitoring on real electrical and mechanical assets - what corroborated detection looks like when thermal, vibration, and visual line up on the same developing hot spot.
How continuous radiometric trending surfaces electrical and mechanical degradation between inspection cycles, and how expert-guided calibration keeps thermal alerts credible.
What deployment looks like on assets like yours - fixed-mount sensors, the MSAI Hub, and how it layers onto the SCADA, CMMS, BMS, or DCIM systems you already run.
$12K–$24K avoided per unplanned electrical or drive event.
Documented across deployments, with one facility reporting $550K+ in avoided downtime and a 62% reduction in asset failures following early thermal detection.
Short FAQ
Stop waiting for the next scheduled scan to find out what’s overheating. Watch it continuously.
30 minutes. No commitment.