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What is at stake Consumers rely on assistants for upfront system sizing, cost estimates, rebate eligibility checks, and operational controls. Utilities increasingly depend on aggregated data from distributed systems to balance loads and plan investments. If these tools provide inaccurate guidance or expose sensitive data, the consequences range from wasted investment and customer distrust to grid instability and privacy harms.