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Nvidia (NASDAQ:NVDA) Vice President of Applied Deep Learning says the cost of so-called productivity gains from AI is greater than what companies typically pay for humans. Brian Catanzaro.
“For my team, the cost of computing far exceeds the cost of employees,” Axios quoted Catanzaro as saying last week.
Catanzaro’s experience is not unique. Uber Chief Technology Officer Praveen Nepali Naga Speaking to The Information early last month, the popular ride-hailing platform has already exhausted its AI budget for this year.
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But companies don’t seem to be deterred by the cost of these AI tools. In fact, they seem to consider it flex.
NVIDIA CEO jensen fan In March, he said he would be concerned if an engineer making $500,000 a year didn’t spend at least $250,000 of AI tokens. About 11% of Uber’s code is currently written by AI, The Information quoted Nepali Naga as saying, adding that the plan is for AI agents to be supervised by other AI agents instead of software engineers.
In a LinkedIn post that went viral last month, startups Swan AI CEO amos bar joseph He boasted that his four-person team’s AI bill reached $113,000 per month.
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The revelation that the cost of relying on AI could exceed the cost of human labor comes as major technology companies are aggressively cutting back on their workforces while adopting AI tools.
Meta Platforms (NASDAQ:META) plans to lay off approximately 8,000 employees this month. Microsoft (NASDAQ:MSFT) has reportedly made a buyout offer to approximately 9,000 of its employees.
Meanwhile, academic research and press coverage have questioned whether the introduction of AI tools has led to increased productivity. Several Amazon employees were recently quoted in the Guardian as saying that in some cases, the use of AI actually hurts productivity.
As companies continue to invest heavily in artificial intelligence, questions about cost efficiency and long-term returns are becoming increasingly important for investors evaluating this space. Rising computing costs and uncertainty around productivity gains are calling for a more nuanced view of how different companies within the AI ecosystem will perform over time.
Platforms like Public allow investors to explore these broader themes through a diversified portfolio that includes exposure to large technology companies and other sectors affected by the growth of AI. Investing across asset classes in one place allows users to react to long-term structural changes in the market rather than short-term cost fluctuations.
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Build wealth across the board, not just in the market
Building a resilient portfolio means thinking beyond single assets and market trends. Economic cycles change, sectors rise and fall, and no investment can perform well in all environments. As such, many investors are looking to diversify with platforms that offer access to real estate, fixed income opportunities, professional financial guidance, precious metals, and even self-directed retirement accounts. Diversifying your exposure across multiple asset classes makes it easier to manage risk, earn consistent returns, and create long-term wealth that is not tied to the fate of any one company or industry.
connect investment
Connect Invest is a real estate investment platform that allows investors to access short-term fixed income opportunities backed by a diversified portfolio of residential and commercial real estate loans. Through the short note structure, investors can choose a defined term (6, 12, or 24 months) and receive monthly interest while gaining exposure to real estate as an asset class. For investors focused on diversification, Connect Invest can serve as one component within a broader portfolio that also includes traditional stocks, bonds, and other alternative assets, helping to balance exposure across a variety of risk and return profiles.
mode mobile
Mode Mobile is changing the way people interact with their phones by allowing users to earn money from the same apps and activities they already use every day.. Instead of the platform keeping all ad revenue, Mode Mobile distributes a portion of it to users who engage with content, play games, and scroll on their devices. The company, named one of North America’s fastest-growing software companies by Deloitte, is building a large beta user base and expanding a model that turns everyday smartphone use into a potential revenue stream. Mode Mobile offers investors exposure to the growing mobile advertising and attention economy through pre-IPO opportunities related to new approaches to user monetization.
r health
rHealth is building a space-tested diagnostic platform designed to deliver laboratory-quality blood tests to patients in minutes instead of weeks. The technology was initially validated in collaboration with NASA for use on the International Space Station, but is now being adapted to home and point-of-care environments to address widespread delays in diagnostic access.
Backed by agencies such as NASA and NIH, rHealth targets the large global diagnostics market with a multi-test platform and model built around devices, consumables, and software. With FDA registration underway, the company is positioning itself as a potential mover toward faster, more decentralized medical testing.
direction
Direxion specializes in leveraged and inverse ETFs designed to help active traders express short-term market views during volatility and major market events. These products are built for tactical use rather than long-term investment, allowing investors to extend bullish or bearish positions across indices, sectors, and individual stocks. For experienced traders, Direxion offers a way to react quickly to changing market conditions and act on confident views with more flexibility.
immersion
Immersed is a spatial computing company building immersive productivity software that allows users to work across multiple virtual screens within VR and mixed reality environments. Its platform is used by remote workers and businesses to create virtual workspaces that reduce dependence on traditional physical hardware while improving focus and collaboration. The company has also developed its own lightweight VR headsets and AI productivity tools, positioning itself in the future of work and spatial computing. Through its pre-IPO services, Immersed provides access to early-stage investors looking to diversify beyond traditional assets and gain exposure to emerging technologies that are shaping the way people work.
arrived
Backed by Jeff Bezos, Arrived Homes is making real estate investing a low barrier to entry. Investors can: Buy fractional shares in single-family rental properties and vacation homes for as little as $100. This allows everyday investors to diversify into real estate, collect rental income, and build long-term wealth without directly managing real estate.
masterpiece
Masterworks allows investors to: Diversifying into blue-chip art, an alternative asset class that has historically had low correlation to stocks and bonds. Fractional ownership of museum-quality works by artists such as Banksy, Basquiat, and Picasso gives investors access to them without the high costs and complexities of owning the artwork outright. With hundreds of products and strong historical trading on carefully selected works, Masterworks adds rare, globally traded assets to portfolios seeking long-term diversification.
public
Public is a multi-asset investment platform built for long-term investors who want more control, transparency, and innovation in how they grow their wealth. Founded in 2019 as the first broker-dealer to offer commission-free, real-time fractional investing, Public now allows users to invest in stocks, bonds, options, cryptocurrencies, and more, all in one place. Its newest feature, Generated Assets, uses AI to transform a single idea into a fully customized investable index that can be explained and backtested before committing capital. Combined with AI-powered research tools, clear explanations of market trends, and an uncapped 1% match to transfer your existing portfolio, Public positions itself as a modern platform designed to help serious investors make more informed decisions in context.
advisor match
AdviserMatch is a free online tool that helps individuals connect with financial advisors based on their goals, financial situation, and investment needs.. Instead of spending hours researching advisors on your own, the platform asks you a few simple questions and matches you with experts who can help you with areas like retirement planning, investment strategies, and overall financial guidance. Consultations are not mandatory and services vary by advisor, giving investors the opportunity to consider whether professional advice can help improve their long-term financial planning.
certified debt relief
Accredited Debt Relief is a debt consolidation company focused on helping consumers reduce and manage their unsecured debt through structured programs and personalized solutions.. The company, which has supported more than 1 million customers and helped resolve more than $3 billion in debt, operates in a growing consumer debt relief industry where demand continues to increase with record household debt levels. The process includes a simple eligibility check, personalized program matching, and ongoing support, and eligible clients can potentially reduce their monthly payments by more than 40%. With industry recognition, an A+ BBB rating, and multiple customer service awards, Accredited Debt Relief has established itself as a data-driven, customer-focused option for individuals seeking a more manageable path to debt-freedom.
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This article, Nvidia exec says it costs more to use AI than human employees, originally appeared on Benzinga.com
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