AI Intelligence

AI & ML Cost Intelligence

Comprehensive analysis of AI/ML cloud economics. GPU costs, model training benchmarks, waste patterns, and optimization strategies.

Global AI Cloud Spend

$142B

Annualized 2026

YoY Growth

+47%

vs 2025

AI Waste Rate

38.2%

Industry average

GPU Utilization

34%

Average across providers

AI/ML Spend by Provider

AWS (Bedrock/SageMaker)$48.2B (34%)

Azure (OpenAI/ML)$38.6B (27%)

Google Cloud (Vertex AI)$24.1B (17%)

Direct API (OpenAI/Anthropic)$18.4B (13%)

Other (Cohere, Mistral, etc.)$12.7B (9%)

Monthly AI Spend Trend (Illustrative)

$112B

Oct

$118B

Nov

$124B

Dec

$131B

Jan

$138B

Feb

$142B

Mar

All data is illustrative. Based on IFO4 research and publicly available information.