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Operational Risk Decisions Only
SimGen engagements are focused on high-stakes operational decisions where continued operation, shutdown justification, or maintenance prioritization must be defensible to executives, insurers, regulators, and technical reviewers.
Before reaching out, please confirm that your inquiry relates to one of the following:
SimGen operates as a founder-led consultancy.
Engagements are limited and conducted directly by the founder to ensure analytical rigor, independence, and defensibility.
Good Fit
- Critical rotating equipment (bearings, compressors, pumps, turbines) with potential safety, downtime, or regulatory exposure
- Request for an Independent Operational Risk Determination
- Need for a formal, audit-ready Evidence Report
- Fleet-level risk prioritization or shutdown justification
Not a Fit
- ×Software product demos or trials
- ×Academic research collaborations without a clear operational decision requirement
- ×Requests for generic anomaly detection or anomaly dashboards
- ×Low-criticality exploratory data analysis
How to Reach Us
If your situation involves decisions where the cost of being wrong is significant, please use the form below to describe your context, including:
- What asset(s) you are assessing
- What decision you are trying to justify (e.g., continue operation / schedule maintenance / shutdown)
- What systems or sensors you have data from
- Your desired timeframe for assessment
We will respond promptly to serious inquiries.
What to Expect
Response within 1-2 business days
I personally read and respond to every inquiry.
Brief scoping call
If your inquiry is a fit, we'll schedule a 15-30 minute call to discuss your situation and determine scope.
NDA available upon request
Confidentiality agreements can be executed prior to any data transfer or detailed discussion.
Kyle Clouthier
Founder, Clouthier Simulation Labs
Want to understand our approach first?