Microsoft CEO Satya Nadella has issued a challenge to the technology industry, calling on companies to explain the enormous amounts of energy used by AI systems by demonstrating that they produce genuine social and economic benefits.
Discussing at the Y Combinator AI Startup School, Nadella did not shy away from touching on the heft that comes with the energy-hungry nature of AI. “If you’re going to use energy, you’d better have social permission to use it,” he said. “We simply can’t use energy unless we’re creating social and economic value.”
The comments are particularly pertinent from Nadella, whose firm is at the forefront of the AI revolution. Microsoft is now one of the world’s leading makers of artificial intelligence infrastructure, working closely with OpenAI to infuse artificial intelligence into its products and services. But with that leadership comes uncomfortable questions about what it is doing to the environment.
The numbers speak for themselves. Clean View Energy indicates Microsoft used roughly 24 terawatt-hours of electricity in 2023 alone, electricity that could power a small nation for a year. That’s the type of energy expenditure that demands monumental justification.
The Human Cost of AI’s Efficiency Drive at Microsoft
AI must address actual problems that matter to ordinary people. “The ultimate test of AI is whether it can help solve mundane problems such as making healthcare, education, and paperwork faster and more efficient,” Nadella explained.
He used America’s notoriously complicated health care system as his prime example. Routine administrative procedures like hospital discharge processes could be dramatically simplified with AI algorithms, potentially saving time, money, and effort, as well as bureaucratic headaches that afflict patients and doctors alike.

The vision is accompanied by great promise, but Microsoft’s AI-led transformation has not been without cost to human capital. The company has lost over 6,000 jobs in the last year, many of which are the direct result of the changes initiated by AI and automation. Microsoft led the layoffs as “organizational changes needed to best position the company for success in an evolving marketplace.”
That market is being dominated more and more by cloud platforms and AI software, and Microsoft and its OpenAI alliance have bet their futures on it. But change on this magnitude always comes at a cost to employees whose jobs get automated or rendered obsolete.
Layoffs could be partial, too. New rumors suggest that Microsoft is preparing to lay off another group of employees, this time from the Xbox department. If so, that would be the fourth major reduction in force in less than 18 months, a trend that mirrors the ongoing churn as the company reorganizes around priorities centered on artificial intelligence squeeze is multi-faceted.
Microsoft’s Challenge to Justify the Revolution’s Cost
Microsoft’s $69 billion 2023 purchase of gaming giant Activision Blizzard has investors watching closely for increased profitability. The company seems set to cut costs while doubling down on AI and gaming bets, even if it means more disruption to the workforce, leaving a fascinating paradox at the heart of the AI revolution. Companies like Microsoft are endeavoring to produce technologies that, in theory, have the capability to solve some of the world’s biggest problems and bring new efficiencies. But the immediate reality is huge energy consumption and large-scale job loss.
A challenge to the industry is an expression of this quandary. The question is not so much whether AI might create dazzling technical brilliance, but whether brilliance creates benefits that are justified by the cost to the environment and society. It is a question of earning what he calls “social permission” to consume vast amounts of power.
The stakes are great. With advancing AI technologies and their increasing pervasiveness, their only demand will be for additional energy. The sector needs to demonstrate that this power consumption yields commensurate value to society, not just shareholder profits.
Microsoft’s status as both an AI pioneer and high-energy user makes Nadella’s statements especially telling. The company is basically challenging the entire tech sector to validate that the AI revolution is worth the expense.
Whether the industry can do that task will determine not only the future of the development of AI, but also the general acceptance of the technology that’s transforming our world.