Bain, McKinsey warn AI compute demand may outpace revenue by 2031

October 2, 2026 at 11:02 PM2 min

This digest was compiled by AI from multiple sources — links to the originals are below.

Bain & Company projects AI compute demand will require $6 trillion in annual revenue by 2031, including $4.2 trillion from markets that do not yet exist. McKinsey warns that per-token AI prices are collapsing while total bills rise as agentic applications consume more compute. The reports shift the AI debate from capability to the sustainability of spending.

Key Facts

Bain & Company estimates AI compute demand will require $6 trillion in annual revenue by 2031.
About $4.2 trillion of that revenue must come from new markets and products that do not yet exist.
McKinsey warns that per-token AI prices are collapsing while total bills rise as agents require more compute.
Credit rating agency Egan-Jones wrote that 'the complete disruption of the economy is all but certain.'

Compute Demand Projections

Bain & Company's report this week found that industry compute demand will require $6 trillion in annual revenue by 2031. That figure includes about $4.2 trillion from new markets and products that do not exist yet. The projection shifts the AI adoption conversation from whether the technology works to whether spending on it is sustainable.

Government AI Spending

A McKinsey report focusing on American government entities warned that the per-token price of AI is collapsing, but the total bill is rising. McKinsey Senior Partner Tim Ward said that for many governments, usage 'might have been essentially near-zero cost' until now, but 'it won't be' very soon. Government buyers are a large and fast-growing customer segment for enterprise AI.

Market Disruption Outlook

Credit rating agency Egan-Jones wrote Wednesday that 'the complete disruption of the economy is all but certain.' The coming IPOs from Anthropic and OpenAI will bring more debate over whether their revenue can catch up to the labs' lofty valuations. The reports come as pilot programs pile up and agentic applications take off.