Stakeholders face a persistent blind spot: either they over-provision and retire batteries prematurely—wasting capital and resources—or risk catastrophic failures, warranty voids, and customer dissatisfaction by pushing assets beyond unknown limits.

Accurate state-of-health data is either unavailable or locked behind intrusive, time-consuming processes that can't scale or integrate with real-time operations.

Complex degradation mechanisms, proprietary architectures, and lack of integrated, non-invasive diagnostic technologies make it challenging to assess in-service asset health without taking systems offline.

Data silos and variable reporting standards compound the issue, as few tools deliver actionable insights in a form trusted by financiers, regulators, and operators alike.

Traditional periodic manual inspections, data loggers, and manufacturer-specific digital twins provide delayed, fragmented, or biased health information.

These fail to offer standardized, real-time certification accepted by regulators, insurers, and financial markets.