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Wednesday 15 October 2025 8:03 am

‘The AI bubble won’t pop’, says Bain & Company tech expert

By: Saskia Koopman

Tech Reporter

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HAMBURG, GERMANY - JUNE 07: A "Mistral" supercomputer, installed in 2016, at the German Climate Computing Center (DKRZ, or Deutsches Klimarechenzentrum) on June 7, 2017 in Hamburg, Germany. The DKRZ provides HPC (high performance computing) and associated services for climate research institutes in Germany. Its high performance computer and storage systems have been specifically selected with respect to climate and Earth system modeling. With a total of 100,000 processor cores, Mistral has a peak performance of 3.6 PetaFLOPS. With a capacity of 54 PBytes, its parallel file system is currently one of the largest in the world. The DKRZ's robot-operated tape archive has currently a capacity of 200 petabytes and allows for long-term archiving of climate simulations such as those carried out with respect to reports by the Intergovernmental Panel on Climate Change. (Photo by Morris MacMatzen/Getty Images)
According to Bain’s findings, the world will need around $2tn in annual revenue to fund the compute power required for AI by 2030.

Despite mounting speculation of a possible ‘AI bubble‘, a senior Silicon Valley investor has told Morning Wire that some concerns may be overblown.

Anne Hoecker, Silicon Valley partner at Bain & Company and head of the company’s global tech practice, told Morning Wire on Tuesday: “When people say a bubble, it feels like something that’s going away. But I don’t think it will go away as much as it could push out”.

“I don’t think there’s going to be a… pop”, she added.

This comes as Bain released its sixth annual ‘global technology report’, highlighting the scale of investment needed to keep pace with AI’s growth.

The firm estimated that $2 trillion in annual revenue will be required by 2030 to fund the computing power needed for AI demand.

$2 trillion and counting…

According to Bain’s findings, the world will need around $2 trillion in annual revenue to fund the compute power required for AI by 2030.

But its research found that even if enterprises reinvest all AI-driven savings from sales, marketing, customer support, and R&D into new data centres, a shortfall of around $800bn remains.

“If the current scaling laws hold, AI will increasingly strain supply chains globally”, said David Crawford, chairman of Bain’s Global Technology Practice.

“By 2030, technology executives will be faced with the challenge of deploying about $500bn in capital expenditures and finding about $2tn in new revenue to profitably meet demand”.

The report estimated global incremental AI compute requirements could reach 200 gigawatts by 2030, with the US accounting for half of that power.

Hoecker explained that much of the investment will come from enterprise efficiency gains.

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“Companies are embedding AI into products or helping people become more efficient. That covers more than half of the $2 trillion,” she told Morning Wire when asked about the AI bubble.

The remainder, she predicted, will come from innovation-driven new business models: “That $800bn gap we think really will get closed by new business types, new innovation, things that we haven’t even thought of before”.

AI challenges vs opportunities

Data complexity and legacy systems remain the main barriers to enterprise adoption.

Hoecker told Morning Wire: “Big organisations have very complex data. Governance, IP concerns, and behavioural change in employees are huge factors. To get real value from AI, you have to rethink your business processes”.

Power supply, she added, is the long-term bottleneck: “The short term is still chips, especially packaging. Long term, in a three-year perspective, it’s power”.

Bain forecasts that innovation in cooling, energy efficiency, and distributed power generation will be essential to keep pace with demand.

However, Hoecker argued that a degree of caution is warranted: “Scaling is hard. There is a risk of not scaling fast enough. Many companies get stuck in proof-of-concept mode, with hundreds of use cases that never deliver real value”.

Meanwhile, sovereign AI and global supply chains are emerging as strategic considerations, Hoecker added.

“Practicality will overrule purity. No country will have its own chips, memory, and models running entirely domestically. Businesses need to move boldly where confidence is high and prioritise flexibility where uncertainty rules”, she said.

“It’s disruptive, probably more than past tech innovations, and it will hit all parts of the economy”, she said. “It’s not a linear rise, but nor is it a bubble that will suddenly pop,” Hoecker concluded.

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