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The Energy Equation: How Power Constraints Could Redefine AI Investments

Venture capital investment in AI startups exceeded $500 billion over the past five years. Analysis by Sightline Climate indicates growing interest in energy infrastructure as power demand from AI systems increases.

Data Center Dilemmas

Research shows nearly 50% of announced data center projects may face delays due to limited access to power. Of 190 gigawatts of planned capacity, only 5 gigawatts are currently under construction. Approximately 6 gigawatts of new capacity came online in the past year, while around 36% of projects recorded delays in 2025. Constraints may affect companies expanding AI infrastructure and cloud operations.

Investors Eyeing Power Supply Innovations

The gap between power supply and demand is attracting investment. Companies, including Google and Meta, have increased spending on renewable energy projects such as solar, wind, and nuclear. Google has also backed Form Energy’s long-duration battery technology. Startups including Amperesand, DG Matrix, and Heron Power are developing power conversion systems, while Camus, GridBeyond, and Texture focus on software to manage electricity flows.

Adapting To An Evolving Grid

Pressure on power grids is increasing due to limited generation capacity and equipment shortages, including gas turbines. Technology companies, including Amazon, Google, and Oracle, are exploring on-site and hybrid energy solutions. Google signed an agreement to power a data center in Minnesota using wind, solar, and a 30 gigawatt-hour battery system from Form Energy. The approach aims to improve reliability and reduce dependence on existing grid infrastructure.

Modernizing Transformer Technology

Power management remains a constraint for data centers. Traditional transformers based on long-established designs are less suited to higher power density requirements. Server racks are expected to reach 1 megawatt, increasing demand for more compact and efficient systems. Investors are focusing on solid-state transformers that use semiconductor technology to improve efficiency and reduce space requirements. Higher upfront costs remain a barrier, but long-term operational benefits are expected for large-scale facilities.

Amazon Deepens Prime Video Shopping With New X-Ray And Lens Features

Amazon is adding new shopping features to Prime Video, allowing viewers to discover products connected to thousands of titles through its existing X-Ray experience.

The company is also introducing “Shop the Scene,” powered by its Lens visual search technology, alongside updates designed to connect video content more directly with shopping.

From Viewing To Shopping

The new tools build on Shop the Show, launched last year through Amazon’s mobile shopping app. Previously, viewers had to search for “shop the show” to find products related to a program.

Now, X-Ray users can open a Shop tab directly from Fire TV to see products associated with the title. Purchases are completed through the Amazon Shopping app, which can recognize the content being watched and open a synchronized product feed.

The app can also identify what is playing and take viewers directly to a storefront, removing the need for a separate search.

Amazon Targets Shoppable Streaming

Amazon is joining a broader push to combine entertainment and commerce. YouTube offers creator merchandise and shoppable connected-TV ads, while Peacock has tested shoppable programming through Must ShopTV.

Roku has enabled shopping through its remote, while Disney has experimented with shoppable television across Disney+, Hulu and ESPN.

Shop The Scene Uses Visual Search

“Shop the Scene” uses Amazon Lens to identify products or similar items based on what appears on screen, including clothing and home decor.

Exact matches will not always be available because some costumes and other items are custom-made, high-end or unavailable through Amazon sellers. The feature can instead help viewers find similar products or recreate a particular style.

Shop the Scene is available on iOS and Android in the U.S. across more than 600 titles. Meanwhile, Shop the Show is expanding from 1,300 titles to more than 8,000, including Prime Originals, selected licensed content and live sports.

For Amazon, the changes bring shopping closer to the viewing experience, potentially creating another way to generate commerce from Prime Video’s audience.

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