Complex systems generate warning signals long before they fail.

The challenge has never been the data. It has been knowing which signals matter, how early they appear, and whether the pattern holds across environments.

Now, a single detection methodology, using locked parameters and publicly available federal datasets, has been validated against events across energy grids, automotive safety, and housing markets.

No domain-specific tuning. No curve-fitting.

• Energy: Summer Gas Crisis 2022, 5 months early (EIA, NOAA)

• Energy: Grid Collapse, Winter Storm Uri, 37 days early (EIA, NOAA)

• Transportation: Major Automotive Safety Recall, 121 months early (NHTSA)

All validation uses U.S. public domain datasets pursuant to 17 U.S.C. Section 105.

Documented lead times measured in months and years, not hours.

Enterprise licensing is available.

Inquiries begin under mutual NDA.