Side-by-side comparison of AI visibility scores, market position, and capabilities
AI solar plant monitoring delivering 10% revenue increase and 700 fault preventions per year; YC-backed with Collaborative Fund competing for utility-scale solar O&M analytics.
SmartHelio is a Swiss AI company providing predictive analytics and remote monitoring software for utility-scale and commercial solar plants — using machine learning to detect anomalies, predict faults before they cause downtime, and optimize solar plant operations to maximize energy yield and revenue for plant operators and owners. Founded and backed by Y Combinator, Collaborative Fund, and Pegasus Tech Ventures with $5.98 million raised, SmartHelio's Autopilot product delivers measurable outcomes: 10% revenue increases, 80% reduction in manual interventions, and approximately 700 fault preventions per year per plant.\n\nSmartHelio's platform connects to solar plant monitoring systems (SCADA, inverter data, meteorological stations) and uses AI to analyze performance data patterns — detecting inverter degradation before complete failure, identifying soiling or shading issues affecting specific strings, and predicting maintenance needs from performance trends. The financial impact quantification is compelling for plant owners: preventing 700 faults per year while adding $200,000 in incremental revenue per $10,000 invested in the software provides a strong business case. The 80% reduction in manual interventions reduces O&M (operations and maintenance) labor costs.\n\nIn 2025, SmartHelio competes in the solar asset management and analytics platform market with Aurora Solar (design and O&M), AlsoEnergy (monitoring and analytics), Greenbyte (Vestas subsidiary for wind and solar analytics), and SolarEdge's monitoring tools for solar O&M optimization platforms. The global installed solar capacity has grown dramatically, creating a large installed base of operating plants that need optimization — the emphasis has shifted from new plant development (where Aurora Solar excels) to operating plant performance management. SmartHelio's predictive fault prevention approach (rather than reactive maintenance) aligns with the growing discipline of solar asset management as institutional investors (pension funds, infrastructure funds) acquire solar portfolios and expect data-driven performance management.
Merrillville IN regulated utility (NYSE: NI) at $5.5B 2024 revenue; $19.4B 2025-2029 capex plan for 8-10% rate base growth with Columbia Gas/NIPSCO brands and net-zero 2040 target competing with Atmos Energy for gas utility.
NiSource Inc. is a Merrillville, Indiana-based fully regulated utility company — publicly traded on the New York Stock Exchange (NYSE: NI) as an S&P 500 component — serving approximately 3.3 million natural gas customers and 500,000 electric customers across six states (Indiana, Kentucky, Maryland, Ohio, Pennsylvania, and Virginia) through its Columbia Gas brands and the NIPSCO (Northern Indiana Public Service Company) electric utility. NiSource employs approximately 7,700 people and operates through nearly 60,000 miles of natural gas pipeline and distribution infrastructure. In fiscal year 2024, NiSource reported operating revenues of $5.5 billion and net income of $739.7 million ($1.62 EPS), up from $661.7 million in 2023. NiSource provided 2025 non-GAAP adjusted EPS guidance of $1.85-$1.89 and announced an increased $19.4 billion capital expenditure plan for 2025-2029 targeting 8-10% rate base growth and 6-8% EPS annual growth. NiSource is committed to a net-zero emissions target by 2040, has reduced greenhouse gas emissions by approximately 72% from 2005 levels, and is on track to retire 100% of its coal assets by 2028, replacing them with utility-scale solar and renewable energy.
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