AI Affecting Solar DERs

Utilities operators needed help optimizing the energy production of a vast number of distributed solar energy resources, while resolving issues promptly and cost-effectively. To address this, an operations and maintenance platform was built that utilized analytics and AI.
May 8, 2024
5 min read


This case study demonstrates the value of utilizing AI to maximize distributed solar energy resources. Distributed energy resource (DER) systems such as rooftop solar energy panels offer several advantages over traditional centralized power stations. Aside from the potential long-term cost-savings for asset owners, because such systems are typically installed where the power is needed, they reduce the inefficient loss of energy from transmission and distribution, while also supplying surplus power to the grid.

However, these systems are not without their limitations. Solar panel resource outputs, for example, are highly sensitive to environmental interferences such as dust, time of day/year, location, and weather conditions. Failure patterns, and their appropriate corrective actions, are well known and documented but for utilities operators such as ZTRIC, a key challenge is the problem of effectively optimizing the energy production of a vast number of panels, and resolving issues promptly and cost-effectively.

Our Solution

Through the use of analytics and AI, thinkbridge built an operations and maintenance platform to allow utilities operators to gain greater visibility and control over their disparate solar resources.

Five components of the platform help ZTRIC better monitor the vast numbers of solar panel resources, anticipate environmental conditions, and accelerate the resolution of production interruptions and reduce losses. These include:

A cloud-based monitoring platform was used to gather live data from the sites and feed an AI engine.

Machine learning algorithms trained with internal and external data help identify likely causes of production drops and create maintenance tickets. The system continuously learns ‘normal’ patterns and identifies anomalies with those patterns, to trigger alerts with a suggested plan of action. The algorithm also creates preventive maintenance action plans based on patterns of previous alerts to anticipate and mitigate the risk of future production interruptions.

An automated dispatching platform informed by the machine learning engine creates focused task lists and dispatches the appropriate technician. The dispatching platform then tracks the status of the tasks and feeds it back to the machine learning engine to verify if the issue was resolved.

An online/app-based marketplace consisting of ZTRIC certified technicians and/or other support staff such as cleaners, allows available technicians to pick up jobs from the dispatching platform, complete them, and get paid.
The consumer self-service app also allows panel owners to view the performance of their solar energy system. It provides information on the health of the system, its production, cost savings, and their contributions to a ‘green’ environment. The app also allows the collection of Green Karma points that can be donated to ZTRIC’s Green Karma initiative.


By using ThinkBridge’s AI-enabled operations and maintenance platform to automatically monitor the health of all their systems, and automatically trigger notifications to dispatch the appropriate personnel, ZTRIC was able to dramatically scale its operations and provide a round-the-clock service and preventive maintenance guarantee to its customers (solar panel owners) ensuring the best performance and ROI of their solar panels.

In the future, ZTRIC intends to continue expanding its use of data and AI throughout its value chain to better integrate its resources, and make quicker, more informed decisions to optimize the performance, reliability, resilience, and security of its business and energy grid.

Read more about how we work using our accelerators, context expertise, and global delivery.


Anand Krishnan

CEO and Managing Partner

Andrew Zarkadas

Vice President - Growth

Shamik Mitra

Vice President - Client Services

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