What to ask before buying an AI platform
Most AI platform evaluations focus on benchmark scores and feature checklists. The questions that predict whether a platform will work in production are different ones.
AI AdoptionAI StrategyEnterprise AIPlatform DevelopmentProduction AI
What separates AI teams that ship from teams that stay in pilot
Most AI pilots succeed. Most AI products don't. The gap is not technical capability. It is a set of organizational and process decisions that teams make before the pilot ends.
AI AdoptionProduction AIAI StrategyPlatform DevelopmentDeployment
Per-tenant AI cost attribution: why aggregate dashboards are not enough
Aggregate AI spend tells you what you're paying. Per-tenant attribution tells you who's driving it, what you can charge for it, and which tenants are profitable. Building it is harder than it looks.
AI CostMulti-TenantProduction AIPlatform DevelopmentAI Architecture
Why your AI proof of concept works but your product doesn't
AI proofs of concept are optimized to demonstrate capability under conditions that don't hold in production. Here is what changes when the demo environment goes away.
Production AIAI EngineeringPlatform DevelopmentDeploymentAI Architecture