The upside is less “AI feature differentiation” and more owning the workflow choke points that operators, lenders/insurers, and counterparties rely on: commissioning-to-ops standardization, auditable performance evidence, and outcome-priced managed services. If STEM executes, it can look more like a sticky industrial software operator than a project-timing-driven services vendor, supporting a modest
multiple expansion versus today’s distressed equity.