01The expensive events are conjunctions. They become visible in advance.
The failures that cost the most are rarely one thing going wrong. They are an asset coming down in the same window the market turns, often for a reason the two share. Availability and economics almost always live in different systems, so the joint event is nobody's number and nobody's job. Eridyne holds the physics and the economics in one model, which is what it takes to see a conjunction before it arrives rather than after.
02A forecast becomes a decision you can defend.
Most serious operations have already invested in forecasting, and still end with a senior engineer holding a number and a deadline. The uncertainty, which is where the decision actually lives, gets dropped at exactly that handover. We carry it through to the action: what to do, under your real constraints, with the confidence attached, and the reasoning still legible when someone asks about it six months later.
03The judgment in your archive stays available.
Decades of operating knowledge sit in repair records, procedures, manuals, and the recall of people close to retirement. Eridyne reads that record and draws recommendations from it with a citation back to the document each one came from, so an operator can check a recommendation instead of having to trust it.