Ai Budgets

Cloud is set to take 26% of IT budgets, and hiring is shifting toward platforms

Foundry’s 2026 cloud survey and Robert Half’s 2026 salary data point to the same reality: cloud and AI delivery is now a platform-and-governance staffing proble

Top AI users are pulling 8.3x ahead, and GPU budgets are spreading everywhere

New data points show a widening performance gap between top AI adopters and the rest, while enterprise GPU fleets get repurposed for analytics and media work.

U.S. financial services tech budgets set to hit $495B in 2026, 17.1% of all U.S. tech spend

Forrester pegs U.S. financial services tech budgets at $495B in 2026, or 17.1% of total U.S. tech spend. Circana-tracked H1 B2B spending hit $35.3B, a checkpoint on AI foundations and controls spending.

Enterprise AI spending is maturing fast, and the hidden costs are catching teams off guard

Gartner, Mavvrik, and Deloitte data show AI budgets are shifting from training to operations, while surprise costs derail a quarter of projects.

60% of agentic AI costs go to response refinement, and most enterprises are already over budget

McKinsey finds 93% of enterprise AI teams exceed their budgets, with response refinement alone consuming 60% of agentic AI spend.

AI budgets are burning out before year-end, and CFOs are rethinking every token

Enterprise AI costs are outpacing value, with annual budgets exhausted in months and CFOs now weighing headcount against token spend.

Enterprise AI hits an inflection point as companies rein in spending and demand real results

OpenAI reports enterprise now tops 40% of revenue, but a growing efficiency push among corporate users is reshaping how AI budgets are managed.

OpenAI's $122B Round Headlines a Year of Record AI Investment

OpenAI's $122B raise, Shield AI's $1.5B defense round, and Microsoft's $10B Japan pledge signal a structural shift in how capital flows to AI.