Data, analytics and decisions
Forecast business outcomes
- 1Solar ForecastingAmperon
- 2HybridGlint Solar
- 3CRASmartHelio
Industry
AI products with direct evidence of use in energy and utilities, mapped to the tasks they do and ranked where enough companies compete.
88 products54 companies45 tasks4 rankingsUpdated Oct 20, 2026
Data, analytics and decisions
Data, analytics and decisions
Data, analytics and decisions
Data, analytics and decisions
88 products
Fault findings graded by evidence, with process context from plant data.
#1 in Detect data anomaliesPredict equipment failures
An AI-powered SaaS engine that analyzes residential energy data to deliver detailed household energy profiles and insights for customer experience and business…
#1 in Analyze dataForecast demand
Asset-level solar generation forecasts from sub-hourly through two weeks out, trained on site-specific irradiance history, panel configuration, and hyper-local weather…
Plug-in software that predicts faults in solar plants, detects and predicts underperformances in real-time, and serves as a unified platform for solar and storage…
Turns raw telemetry into clear, classified events by detecting real events from noisy data, grouping related signals into single incidents, classifying against…
Allows simulation of investment viability across PV, BESS, and hybrid configurations, comparing dispatch strategies and modeling lifetime revenue.
Behind-the-meter load disaggregation (Non-Intrusive Load Monitoring) that analyzes real-time, AMI, and non-AMI meter data to identify appliance signatures using AI and…
AI-powered site selection platform for energy infrastructure.
#3 in Analyze dataForecast business outcomes
A unified stack for data-centric AI life-cycle, including debugging, orchestration, diagnostics, and production drift monitoring.
An autonomous robotic inspection solution with integrated visual and thermal cameras, an ultrasonic microphone, LED spotlight, Lidar, expandable payload, and AI-based…
Inspect assetsNavigate environments
Monitor and visualize real-time consumption and emissions at both site and organizational levels.
Optimize energy useMonitor environmental conditions
AI agent platform for Accounts Payable and Procurement with 20+ pre-built agents covering the full Finance Ops cycle, including capture, 3-way matching, tariff…
Process invoicesReconcile transactions
Leverage the power of artificial intelligence to forecast power prices, demand, and generation, ensuring maximal revenues across all markets.
Forecast business outcomesForecast demand
AI agent for Solar & BESS operations; fully autonomous AI operation center that continuously analyzes portfolios to detect issues early, automate ticketing and…
Analyze dataGenerate reports
Single platform for deploying, managing, and optimizing autonomous AI agents across communication channels including WhatsApp, SMS, and Voice, with API integration to…
Collect overdue paymentsSchedule meetings
An AI platform for energy infrastructure that connects operational data, normalizes records, provides context to AI agents, and coordinates work between people and…
Integrate dataClean data
Unified web-based contact center platform providing real-time agent guidance, intelligent objection handling, automated QA compliance, CRM-ready summaries, and…
Analyze callsCoach call agents
Unified utility data management platform for facility managers, sustainability teams, and energy brokers to automate data collection, ensure audit readiness, and…
Integrate dataClean data