See Equipment Problems

Before They Stop The Line.

Golain compares live machine behaviour with how the asset should operate. When something begins to drift, your team sees the likely failure mechanism, the supporting signals and what to inspect next—not another unexplained alert.

EQUIPMENT HEALTH · OPEN FINDINGCONFIDENCE 0.92
ASSET
Oven Zone 3 · belt drive bearing
CHANNEL
Vibration RMS 4.2 mm/s · motor current 3rd harmonic
MECHANISM
Bearing wear pattern, outer race
TIME TO ACTION
Two shifts of margin before failure
ACTION TAKEN
WO-48213 opened · part B-3102 reserved
EVIDENCE SHOWN · TEAM REVIEW REQUIRED

WHY TEAMS TRUST IT

A Warning Your Engineers Can Investigate.

Understands how the asset should behave

Golain combines operating history with the physical limits of the equipment. That helps separate a meaningful change from a signal that is merely unusual.

Shows the evidence

Every finding identifies the signals involved, the likely mechanism and the level of confidence. Your reliability team can review the reasoning before deciding what to do.

Designed to reduce alert fatigue

Findings are filtered and ranked so the team can focus on conditions that have a credible path to failure, rather than chasing every deviation.

HOW IT WORKS

From Machine Signal To Planned Action.

Early SignalVerified Fix.

Your team can inspect the evidence at every step and decide whether the finding should become maintenance work.

STAGE 01

Read The Machine

Golain connects to the signals already available—such as vibration, current, temperature, pressure and cycle counts.

LIVE · TIMESTAMPED
STAGE 02

Set The Expected Range

The system learns normal operating patterns and applies the physical limits of the asset to establish what healthy behaviour looks like.

EXPECTED · PER ASSET
STAGE 03

Find Meaningful Drift

A change is promoted only when the evidence supports a plausible equipment problem, with the affected signals kept visible.

DRIFT · WITH CONTEXT
STAGE 04

Explain The Finding

The team receives the likely mechanism, the contributing evidence, the confidence and the available time to act.

CAUSE · EVIDENCE · MARGIN
STAGE 05

Plan And Verify The Work

After review, the finding can become a work order. The completed inspection or repair is recorded so the next finding has better context.

REVIEWED · CLOSED LOOP

PROOF

Bearing Wear Found With Time To Plan.

On an industrial bakery line, Golain surfaced the bearing-wear pattern two shifts before the expected failure window. The team reviewed the evidence and completed the repair during a planned changeover.

TIMELINE · ONE INCIDENT · WO-4821337 HOURS
T−36hVibration on Oven Zone 3 moves beyond the expected operating rangeFINDING · CONF 0.92
T−35hThe reliability team reviews the evidence and confirms a bearing inspectionTEAM REVIEW
T−34hWO-48213 is approved and bearing B-3102 is reserved from site stockMAINTENANCE PLANNING
T−2hThe next changeover window opens with a qualified technician scheduledSCHEDULER
T+0Bearing B-3102 is replaced in 42 minutes inside the planned windowFIELD SERVICE
T+1hThe verified finding and repair are added to the asset recordASSET HISTORY
Result: the team completed the repair during planned downtime and protected an oven run valued at $18,000.
Read the industrial bakery case study →

LET'S START TODAY

Start With One Critical Asset.

Bring the asset that costs the most when it fails. We will map the available signals and the first warning worth proving.

WHAT YOU GET ON THE CALL
We reply within one business day.
You talk to an engineer, not a rep.
Bring a line diagram if you have one.