USE CASES
One validated state, value across the machine lifecycle
Every use case starts with a defined hidden state and an independent way to check it. Each one is labelled Now, Next or Later, so maturity is never overstated.
ENGINEERING AND VALIDATION
Where Berrytron works today
Our launch focus: mid-sized mobile-machinery OEMs, component and subsystem suppliers, and engineering or test partners in Finland and the Nordics.
NOW · R&D and design
Understand loads, forces or states that are not instrumented on prototypes or existing designs, and use them for design margins, sizing and simulation calibration.
NOW · Test and validation
Verify a hard-to-measure state against a reference you already trust, and see where the estimate holds — the core of a Validation Sprint.
NEXT · Commissioning
Use a validated VSM to check that a configured machine instance behaves within its expected physical envelope before handover.
NEXT AND LATER
Where value can extend once evidence exists
These are directions, not available products. Each one depends on a VSM first proving itself in engineering and validation work.
NEXT · Operations
Make a validated hidden state available to engineers and operators within its Operating Domain, with a clear status when conditions fall outside it.
LATER · Maintenance
Physically meaningful load and state histories could later inform maintenance decisions. We do not claim predictive-maintenance results today.
LATER · Physics Data for AI teams
Validated VSMs could provide traceable, physics-grounded labels and rare scenarios for AI and Physical AI teams — an evidence-gated extension, not a standalone synthetic-data offer.
YOUR PHYSICAL QUESTION
Which hidden state would change your next decision?
Tell us the machine, the state and the decision. We will tell you whether it fits today's engineering and validation scope.