Provides utility companies with smart‑meter disaggregation analytics that attribute customer energy spend to major appliances (space heating, AC, pool equipment, lighting, always‑on loads). Delivers personalized customer insights and tailored savings recommendations, plus segmentation and program‑potential analytics for cost‑effective program implementation and increased participation.