Industries We Serve
We focus on assets where failure carries operational, safety, or regulatory consequences—and where the cost of being wrong is measured in millions.
Why This Matters
In these industries, the question isn't whether you have condition monitoring—it's whether your decisions are defensible when something goes wrong. We provide the independent evidence that backs up your run/stop decisions.
Power Generation
Turbines, generators, and bearing systems.
SimGen is engaged when internal teams need independent justification for high-impact decisions.
Validated on bearing datasets and C-MAPSS turbine degradation with 96% operator significance.
Rail & Transit
Wheel bearings, axle systems, traction motors, and gearboxes.
Used when safety, regulatory exposure, or public accountability requires defensible reasoning.
Safety-critical with regulatory oversight. Our stability metrics validated across extreme load cycles.
Mining
Crushers, conveyors, SAG mills, ball mills, and haul truck systems.
Applied when downtime decisions have multi-million-dollar consequences and need third-party backing.
Harsh environments with equipment that fails in ways hard to justify shutting down.
Oil & Gas
Pumps, compressors, turbomachinery across upstream, midstream, and downstream.
Engaged when HSE compliance and regulatory audit trails require independent technical documentation.
Regulatory scrutiny demands audit-ready evidence. Reports built for compliance review.
Heavy Manufacturing
CNC spindles, presses, furnaces, and production-critical rotating assets.
Called when production pressure makes it hard for internal teams to recommend downtime objectively.
Production downtime measured in lost revenue per hour. Know exactly when intervention is required.
The Common Thread
High Consequence Failures
Assets where unplanned failure costs millions, disrupts operations, or triggers regulatory scrutiny. These are the decisions that keep reliability engineers up at night.
Political Run/Stop Decisions
Situations where stopping the asset has its own consequences—lost production, missed targets, supply chain disruption. You need independent evidence to back your call.
We don't sell monitoring software.
We issue independent operational risk determinations. When the audit happens—and it will—you have a signed, dated, defensible answer for why you made the decision you made.
Equipment We Currently Assess
Validated for decision-grade operational risk determinations:
These equipment classes have been validated across real datasets and are supported by full Evidence Reports, fleet prioritization, and irreversibility analysis.
Preliminary & Research Equipment
We may assess these equipment types when sufficient field data is available. Validation is ongoing:
Scope and applicability are confirmed prior to engagement.
SimGen does not apply generic models across equipment classes. Each asset type requires validated, direction-aware analysis.
Which Assets Need Assessment?
Tell us about your equipment and we'll determine if our methodology applies to your situation.
Discuss Your Assets