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AI Procurement

Repetitive architectural pattern illustrating consistency and structure in defining enterprise AI pilot success criteria

Enterprise AI Pilot Design: How to Run a 90-Day Evaluation That Produces a Defensible Decision

Abstract geometric facade in blue and bronze tones, representing structured controls and enterprise AI spend governance

Enterprise AI Spend Caps and Budget Controls: A Procurement Guide to Token Limits, Rate Tiers, and Runaway Cost Prevention

Uniform grid of windows on a modern building facade, representing standardised per-unit pricing shifting toward usage-based enterprise AI cost models.

The Vendor Shift From Per-Seat to Consumption Pricing: What It Means for Enterprise AI Cost Modelling

Geometric glass atrium ceiling with structural grid, representing enterprise AI data connectivity and system integration

Enterprise AI Connector and Data Access Requirements: What to Define Before Vendors Quote

Glass skyscrapers viewed from ground level against a blue sky, representing enterprise-scale technology architecture decisions

Knowledge Graph vs LLM vs RAG: The Architecture Decision Procurement Teams Keep Skipping

Procurement team mapping a workflow on a whiteboard before defining an enterprise AI use case

Enterprise AI Use Case Definition: Separating Genuine Workflows from Demo-Driven Theatre