What the GPU Supply Chain Shift Means for Enterprise AI Infrastructure Planning in 2026

GPU lead times have compressed. Cloud capacity has grown. Here's what the 2026 AI infrastructure market means for your on-prem and cloud strategy.

Cloud vs. On-Premises AI Infrastructure: The Three-Variable Decision Matrix Every Architect Needs

Cloud or on-prem for AI? The answer depends on three variables: data sensitivity, load profile, and operational maturity. Here's the decision matrix every solution architect needs.

Why Mid-Size Enterprises Are Getting AI Infrastructure Wrong — And What the Smart Ones Are Doing Differently

Hyperscale AI infrastructure strategies don't apply at mid-market scale. Here's what smart mid-size enterprises are doing differently — and the pattern separating winners from the rest.

I Reviewed 6 Enterprise AI Infrastructure Proposals. Here's What They All Got Wrong.

Reviewed 6 enterprise AI infrastructure proposals. The vendors differ. The mistakes don't. Here's the pattern every IT leader needs to know before their next RFP.

The 7-Question Vendor Evaluation Framework: How to Assess Any AI Infrastructure Pitch Without Getting Sold To

Enterprise AI vendors have answers for every standard question. These 7 questions get past the prepared answers to what you actually need to know before you commit.

On-Premises GPU Clusters: Who Actually Needs Them and Who's Buying for the Wrong Reasons

On-prem GPU clusters are right for some organisations and wrong for many more. Here's the honest breakdown of who genuinely needs on-prem AI infrastructure — and who's buying for the wrong reasons.

The AI Readiness Gap: What Most Enterprises Are Missing Before They Buy a Single GPU

Most enterprises buy compute before solving the data, tooling, and skills gaps that determine AI success. Here's the readiness assessment that should come first.

The Real Cost of Enterprise AI Infrastructure: What Vendors Don't Put in the Proposal

GPU hardware is just 35-50% of your real AI infrastructure cost. Here's the complete TCO breakdown — power, cooling, networking, headcount, and refresh — that every IT leader needs before signing.

The AI Infrastructure Playbook: How to Evaluate Any Compute Decision Before You Spend a Dollar

Cloud vs on-prem AI: why you're asking the wrong question

Why every AI infrastructure pitch sounds the same right now

The 5 questions you should answer before any AI infrastructure decision