
The AI boom's hidden risk to the economy
Look a little closer, and a more unsettling side to the AI boom emerges. All the spending on chips, data centers and other AI infrastructure is draining American corporations of cash.
This underscores the hidden risks from the AI boom. No one doubts its potential to raise growth and productivity in the long run. But financing that boom is straining the companies and capital markets.
Since the first quarter of 2023, investment in information processing equipment has expanded 23%, after inflation, while total gross domestic product has expanded just 6%. In the first half of the year, information processing investment contributed more than half the sluggish 1.2% overall growth rate. In effect, AI spending propped up the economy while consumer spending stagnated.
Much of that investment consists of the graphics-processing units, memory chips, servers, and networking gear to train and run the large language models at the heart of the boom. And all that computing power needs buildings, land and power generation.
This is transforming big tech's business models.
For years, investors loved those models because they were 'asset-light." They earned their profits on intangible assets such as intellectual property, software, and digital platforms with 'network effects." Users flocked to Facebook, Google, the iPhone, and Windows because other users did. Adding revenue required little in the way of more buildings and equipment, making them cash-generating machines.
This can be seen in a metric called free cash flow, roughly defined as cash flow from operations minus capital expenditures. It excludes things such as noncash impairment charges that can distort net income. This is arguably the purest measure of a business's underlying cash-generating potential. Amazon, for example, tells investors: 'Our financial focus is on long-term, sustainable growth in free cash flow."
From 2016 through 2023, free cash flow and net earnings of Alphabet, Amazon, Meta and Microsoft grew roughly in tandem. But since 2023, the two have diverged. The four companies' combined net income is up 73%, to $91 billion, in the second quarter from two years earlier, while free cash flow is down 30% to $40 billion, according to FactSet data. Apple, a relative piker on capital spending, has also seen free cash flow lag behind.
For all of AI's obvious economic potential, the financial return remains a question mark. OpenAI and Anthropic, the two leading stand-alone developers of large language models, though growing fast, are losing money.
Much of big tech companies' latest profits reflect their established franchises: ad spending for Meta and Alphabet, the iPhone for Apple. As to when their AI hardware will pay off, they counsel patience.
Meta, parent of Facebook, reported a 36% rise in earnings for the second quarter, but a 22% drop in free cash flow. It said capital expenditure in 2025 would be roughly double last year's, with 'similarly significant" growth in 2026.
Meta has said much of its AI-related capital spending supports core businesses, such as ads and content, and is already paying off. The balance goes toward generative AI such as its Llama model. 'We are early in the life cycle" of the latter investments, Chief Financial Officer Susan Li told analysts, and 'we don't expect that we are going to be realizing significant revenue from any of those things in the near term."
Amazon began tapering its build-out of fulfillment centers in 2022, allowing free cash flow to turn positive. But in the last year, it has ramped up investment in Amazon Web Services, which hosts data and runs AI models for outside clients, and free cash flow is down by two-thirds from the previous year.
Meta is among the major tech companies making big AI-related capital expenditures.
For now, investors are pricing big tech as if their asset-heavy business will be as profitable as their asset-light models.
So far, 'we don't have any evidence of that," said Jason Thomas, head of research at Carlyle Group. 'The variable people miss out on is the time horizon. All this capital spending may prove productive beyond their wildest dreams, but beyond the relevant time horizon for their shareholders," he added.
In the late 1990s and early 2000s, the nascent internet boom had investors throwing cash at startup web companies and broadband telecommunications carriers. They were right the internet would drive a productivity boom, but wrong about the financial payoff. Many of those companies couldn't earn enough to cover their expenses and went bust. In broadband, excess capacity caused pricing to plunge. The resulting slump in capital spending helped cause a mild recession in 2001.
A dot-com-style bust looks far-fetched now. AI's big spenders are mature and profitable companies, and the demand for computing power exceeds the supply. But if their revenue and profit assumptions prove too optimistic, their current pace of capital spending will be hard to sustain.
Amazon Web Services is spending $11 billion on a data center campus near South Bend, Ind.
After the global financial crisis of 2007-09, big tech was both a beneficiary of low interest rates, and a cause.
Between that crisis and Covid, these companies were generating five to eight times as much cash from operations as they invested, and that spare cash was recycled back into the financial system, Thomas, of Carlyle Group, estimates. It helped hold down long-term interest rates amid high federal deficits, as did inflation below the Federal Reserve's 2% target and the Fed buying bonds. Low interest rates, in turn, made investors value these companies' future profits even more highly.
Today, government deficits are even larger, inflation is above 2% and the Fed has been shrinking its bondholdings. Meanwhile, corporations face steep investment needs to exploit AI and reshore production to avoid tariffs. Thomas estimates that since 2020, their cumulative free cash flow has been 78% lower, relative to GDP, than in the equivalent period following 2009.
All this suggests that interest rates need to be substantially higher in the years ahead than in the years before the pandemic. That is another risk to the economy and these companies that investors may not fully appreciate.
Write to Greg Ip at greg.ip@wsj.com

Try Our AI Features
Explore what Daily8 AI can do for you:
Comments
No comments yet...
Related Articles


Economic Times
15 minutes ago
- Economic Times
A second brain with AI
Winning with AI: A fortnightly column on the tips and tricks that will help propel you ahead in the AI race. Tired of too many ads? Remove Ads Tired of too many ads? Remove Ads Tired of too many ads? Remove Ads (Disclaimer: The opinions expressed in this column are that of the writer. The facts and opinions expressed here do not reflect the views of .) Like many of you, I juggle multiple roles and tasks daily. A few years ago, I discovered the PARA method - Projects, Areas, Resources, Archive - developed by Tiago Forte. It helped me bring structure to my notes and reduce the mental 'open tabs' in my even with a solid system, I hit a wall. Information was stored, but not quite working for me. Notes sat quietly in folders. Ideas got changed when I brought AI into the mix. Here's a primer on how you can use an AI supercharged PARA System . You create 4 Macro folders:Each active project will be a micro folder with a clear deadline - like a workshop or client proposal. Feed in notes, emails, and docs into your Ai tool.'Summarise key decisions from the last 3 meeting notes.''Draft an update email based on this week's notes.'This will help you turn passive notes to live are ongoing themse like 'Team Development' without a specific deadline. Each gets a separate micro-folder. You can use AI to review them fortnightly.'What themes are recurring in my one-on-ones?''How can I improve my proposals?This will help you build long term are articles, PDFs, and podcasts useful to you. But without summaries they are tough to navigate. Tools like ChatGPT, GoogleLM, and Notion AI help turn them into usable insights:'Summarise this report in 5 points.''What's the main takeaway from this article'This will help you turn information into actionable many current items in the above categories go into Archives. But they still might be needed someday. AI works like magic here.'Find my old notes on GenAI and change management.'It's like an AI powered time machine!PARA gives structure. AI makes it intelligent. The result? A second brain that helps you lead with less stress and more Singh is the cofounder of two AI ventures, ClayboxAI and Kampd, and has held APAC leadership roles at Google and Twitter previously. For feedback, please email to eteyeonai@


Hindustan Times
15 minutes ago
- Hindustan Times
Special discount on LG TVs with up to 50% off: Top Amazon Great Freedom Festival Sale 2025 deals
If a stunning TV upgrade has been on your mind, now's the time to make it happen. The Amazon Great Freedom Festival Sale 2025 is offering up to 60% off on LG TVs, giving you access to some of the best displays and smart features at unbeatable prices. Grab up to 60% off on LG TVs during Amazon Freedom Festival Sale 2025 Known for their OLED, QNED, and 4K Ultra HD panels, LG TVs deliver exceptional picture clarity, vibrant colours, and immersive sound. From compact 32-inch models to expansive 75-inch screens, there's something for every room and budget. The Amazon Freedom Festival Sale also features TVs with smart OS, AI ThinQ, voice control, and built-in apps for a truly connected experience. With such great discounts, no wonder these Amazon Deals are hard to overlook. With added benefits like bank offers, exchange discounts, and no-cost EMI, the Amazon Sale 2025 makes it easy to bring home the cinematic experience you've always wanted. Loading Suggestions... The LG UR75 Series 50-inch 4K TV is a solid pick during the Amazon Freedom Festival Sale, now available at a steep discount. With a 4K Ultra HD display, α5 AI Processor 4K Gen6, and HDR10 + HLG, it delivers sharp visuals and vivid contrast. You get AI sound with virtual 5.1 surround, Game Optimiaer, and Filmmaker Mode for a tailored viewing experience. Powered by WebOS, it supports unlimited OTT apps and user profiles. At this price, it's one of the best Amazon deals for a feature-packed smart TV. Loading Suggestions... The LG UA82 Series 55-inch 4K TV packs a punch with its α7 AI Processor 4K Gen8, delivering sharp visuals and enhanced detail through 4K Super Upscaling and Dynamic Tone Mapping. With Dolby Atmos, AI Sound Pro, and WOW Orchestra, audio feels immersive and well-balanced. The TV runs on the new WebOS 25, supports voice control, and includes 100+ free LG channels. With up to 43% off during the Amazon Sale 2025, this is one of the top Amazon deals on big-screen home entertainment. Loading Suggestions... The LG UR75 Series 65-inch 4K TV delivers detailed, vibrant visuals with 4K upscaling and a slim LED panel. Powered by the Gen6 α5 AI Processor, it enhances picture and sound based on what you're watching. WebOS with user profiles makes switching between content seamless, while features like Filmmaker Mode, Game Optimizer, and AI Sound add depth to your viewing and gaming. With support for Apple AirPlay 2 and a clean design, it's a top pick among Amazon Sale 2025 deals on large-screen TVs. Loading Suggestions... Enjoy vibrant 4K clarity with the LG UR75 Series 43-inch Ultra HD Smart TV, powered by the α5 AI Processor 4K Gen6. Whether you're binge-watching or gaming, features like Filmmaker Mode, Game Optimizer, AI Sound, and HDR10 elevate your experience. With WebOS, user profiles, and support for Netflix, Prime Video, and Apple TV, it offers endless content. Plus, 3 HDMI ports, Bluetooth 5.0, and Apple AirPlay 2 ensure smart connectivity. One of the smartest picks in the Amazon Great Freedom Festival 2025 TV deals. Best deals on LG TVs on Amazon Sale 2025: Freedom Festival discounts Loading Suggestions... Loading Suggestions... Loading Suggestions... Loading Suggestions... The LG B4 Series 55-inch OLED TV delivers cinematic visuals with perfect blacks and vivid contrast, thanks to its self-lit OLED panel and 4K resolution. Powered by the α8 AI Processor and Dolby Vision, it brings incredible realism to every scene. With a 120Hz refresh rate, Game Optimizer, and ALLM, gamers get smoother play. Smart features like WebOS, Magic Remote, and built-in apps make streaming effortless. Now available at 48% discount during the Amazon Great Freedom Festival Sale, this is one of the most rewarding OLED Amazon deals of 2025. Loading Suggestions... The LG UA82 Series 43-inch 4K LED TV is a compact powerhouse with features often found in premium models. Backed by the Gen8 α7 AI Processor, it delivers detailed visuals with 4K Super Upscaling, HDR10, and Dynamic Tone Mapping. The sound experience gets a serious upgrade with Dolby Atmos and a 9.1.2 virtual surround up-mix. Smart features include WebOS 25, LG ThinQ, AI Chatbot, Copilot, and compatibility with Apple AirPlay and Google Home. During the Amazon Great Freedom Festival, this 4K TV is among the smartest Amazon deals with a 38% discount. Loading Suggestions... LG 55-inch OLED C4 4K Smart TV is a visual powerhouse built for cinema lovers and gamers alike. It features a stunning OLED display with 4K Ultra HD resolution, Dolby Vision, and a native 120Hz refresh rate. Powered by the latest α9 AI Processor Gen7, it supports NVIDIA G-Sync and AMD FreeSync for smooth gameplay. The 40W sound system is Dolby Atmos-enabled, delivering an immersive audio-visual experience. With AI features, Magic Remote, voice control, and 4 HDMI ports, this premium TV is now available at ₹1,19,990 (48% off) during the Amazon Freedom Sale. Loading Suggestions... The LG 55-inch QNED 8AA Series brings the best of colour and clarity at a highly attractive price during the Amazon Great Freedom Festival. This 4K Ultra HD Smart TV features LG's advanced QNED display with local dimming, powered by the latest α7 AI Processor Gen8. Expect vivid picture quality, sharp contrast, and AI-driven upscaling. With Dolby Atmos, WebOS 25, built-in Alexa, Chromecast, and Game Optimizer, it's ideal for binge-watchers and casual gamers alike. Now available at a 47% discount, it's a solid pick from the ongoing Amazon sale 2025. Similar stories for you Amazon Great Freedom Festival Sale 2025 is Live: Smart TVs from Samsung, Sony and more at up to 65% off Amazon vs Flipkart Freedom Sale: Compare prices on large screen TVs and get big discounts Amazon Great Freedom Festival Sale 2025: Up to 90% off on the best projectors for the ultimate cinematic experience Massive price drop on front load washing machines during Amazon Great Freedom Festival Sale 2025 LG TVs Do LG TVs support Dolby Atmos and Dolby Vision? Yes, many LG OLED and QNED models support both Dolby Atmos and Dolby Vision for immersive audio and visuals. Can I connect LG TVs to Bluetooth speakers or headphones? Yes, LG Smart TVs support Bluetooth connectivity for audio devices. What operating system do LG Smart TVs use? LG TVs run on webOS, offering a smooth and user-friendly interface. Do LG TVs come with voice control? Yes, most LG Smart TVs support voice control via LG ThinQ, Alexa, or Google Assistant. Disclaimer: At Hindustan Times, we help you stay up-to-date with the latest trends and products. Hindustan Times has an affiliate partnership, so we may get a part of the revenue when you make a purchase. We shall not be liable for any claim under applicable laws, including but not limited to the Consumer Protection Act, 2019, with respect to the products. The products listed in this article are in no particular order of priority.


Time of India
44 minutes ago
- Time of India
Why Kentucky's $9 billion whiskey industry is spiralling into bankruptcy?
The land of bourbon is facing a brutal hangover. Once a symbol of American pride and Kentucky's economic backbone, the whiskey business is stumbling under the weight of a sluggish market, shifting consumer preferences, and mounting debt. LMD Holdings, parent company of Luca Mariano Distillery, is the latest to file for Chapter 11 bankruptcy. Kentucky's bourbon boom hits a wall LMD Holdings, registered in Michigan but operating in Danville, Kentucky, is reportedly staring down a "likely claim of over $25 million" from its largest creditor. Some debts are disputed, but the financial weight is undeniable. Founder Francesco Viola said the filing was a move to "maximise asset value" and believes the company can rebound with enough community and stakeholder support. The Luca Mariano bombshell is not a one-off. Garrard County Distilling, a $250 million facility, went into receivership and shut down just months after launching in early 2024. And the Kentucky Owl brand under Stoli Group USA filed for bankruptcy in late 2023, citing weak U.S. spirits demand and a devastating cyberattack that wrecked operations. Even the titans are wobbling Not even bourbon giants are safe. Campari Group, the parent company of Wild Turkey and Russell's Reserve, reported an 8.1% drop in year-over-year sales. The blame? A "soft trend" in the U.S. market, particularly for flagship Wild Turkey. Add in job cuts at Jack Daniel's parent company and it is clear the whole industry is in flux. Tariffs, TikTok, and taste shifts Experts point to deeper issues: global tariffs hurting exports, inflation-strained wallets, and Gen Z drinkers pivoting to low-ABV options like hard seltzers. Suddenly, aged bourbon in fancy bottles is less appealing than a casual canned cocktail. Whether Kentucky's bourbon empire can sober up and reinvent itself remains to be seen. Viola remains hopeful, calling his business model "successful" despite the storm. But with more distilleries falling by the week, the industry may need more than just faith, it might need a full-blown reinvention.