What Overstory’s vegetation intelligence reveals about wildfire and outage risk.
Updated
January 15, 2026 8:03 PM

Aerial photograph of a green field. PHOTO: UNSPLASH
Managing vegetation around power lines has long been one of the biggest operational challenges for utilities. A single tree growing too close to electrical infrastructure can trigger outages or, in the worst cases, spark fires. With vast service territories, shifting weather patterns and limited visibility into changing landscape conditions, utilities often rely on inspections and broad wildfire-risk maps that provide only partial insight into where the most serious threats actually are.
Overstory, a company specializing in AI-powered vegetation intelligence, addresses this visibility gap with a platform that uses high-resolution satellite imagery and machine-learning models to interpret vegetation conditions in detail.Instead of assessing risk by region, terrain type or outdated maps, the system evaluates conditions tree by tree. This helps utilities identify precisely where hazards exist and which areas demand immediate intervention—critical in regions where small variations in vegetation density, fuel type or moisture levels can influence how quickly a spark might spread.
At the core of this technology is Overstory’s proprietary Fuel Detection Model, designed to identify vegetation most likely to ignite or accelerate wildfire spread. Unlike broad, publicly available fire-risk maps, the model analyzes the specific fuel conditions surrounding electrical infrastructure. By pinpointing exact locations where certain fuel types or densities create elevated risk, utilities can plan targeted wildfire-mitigation work rather than relying on sweeping, resource-heavy maintenance cycles.
This data-driven approach is reshaping how utilities structure vegetation-management programs. Having visibility into where risks are concentrated—and which trees or areas pose the highest threat—allows teams to prioritize work based on measurable evidence. For many utilities, this shift supports more efficient crew deployment, reduces unnecessary trims and builds clearer justification for preventive action. It also offers a path to strengthening grid reliability without expanding operational budgets.
Overstory’s recent US$43 million Series B funding round, led by Blume Equity with support from Energy Impact Partners and existing investors, reflects growing interest in AI tools that translate environmental data into actionable wildfire-prevention intelligence. The investment will support further development of Overstory’s risk models and help expand access to its vegetation-intelligence platform.
Yet the company’s focus remains consistent: giving utilities sharper, real-time visibility into the landscapes they manage. By converting satellite observations into clear and actionable insights, Overstory’s AI system provides a more informed foundation for decisions that impact grid safety and community resilience. In an environment where a single missed hazard can have far-reaching consequences, early and precise detection has become an essential tool for preventing wildfires before they start.
Keep Reading
New funding and ad support aim to ease capital gaps for small wedding businesses
Updated
March 17, 2026 1:01 AM

Mannequins display white wedding dresses in a bridal shop window. PHOTO: ADOBE STOCK
The Knot Worldwide, a global wedding technology platform and vendor marketplace, has launched a new grant initiative aimed at small businesses in the wedding industry.
The company, which operates brands such as The Knot and WeddingWire, connects couples with wedding professionals and provides tools to help vendors grow. It says the new WeddingPro Grant Program is designed to address a persistent challenge in the sector: access to capital.
Under the program, up to US$500,000 will be distributed to U.S.-based wedding professionals who run small businesses. The support will come in the form of financial grants, advertising credits on WeddingPro and mentorship. Selected businesses will also receive access to education resources and community support through the company’s network.
The move comes at a time when many wedding businesses remain small and resource-constrained. According to the company’s State of the Vendor Report, more than half of wedding businesses employ fewer than ten people. Three in four professionals surveyed said adaptability is critical to long-term success, while flexible funding remains a barrier. The grant program is positioned as a response to that funding gap.
“Our mission at The Knot Worldwide is to help the nearly 900,000 small businesses on our global platforms get discovered through our centralized vendor marketplace as well as give them the tools and resources to grow their business,” said Raina Moskowitz, Chief Executive Officer, The Knot Worldwide. “We consistently hear from our wedding professionals that access to capital is a barrier to getting started in the industry. With our new WeddingPro Grant Program, we will provide access to both capital and critical support services such as mentorship and education that will enable small business owners to further grow and scale.”
The application window opens on February 23 and closes on March 27. Winners are expected to be notified by May 2026, subject to eligibility verification and compliance with the official rules.
The program is open to U.S. wedding professionals who operate small businesses, have been in business for at least six months, can demonstrate an active revenue stream and earn at least 50% of their revenue from weddings. Applicants must submit a short form and a video outlining their business and how they would use the grant funds over the next 12 to 24 months. They can choose whether they prefer a monetary grant or free advertising support on WeddingPro.
To execute the program, The Knot Worldwide has partnered with the Global Entrepreneurship Network, which works with entrepreneurs worldwide. The company says the initiative builds on earlier efforts to support vendors on its platform, which includes about 200,000 wedding professionals in the United States. Its impact will depend on how effectively the support reaches the businesses that need it most. The real measure will be whether it helps them achieve steady, sustainable growth.