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Dylan Stevens

Dylan is a procurement professional specialising in enterprise technology procurement. His writing draws on practical procurement experience within large Australian organisations and ongoing research into enterprise AI.

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

Enterprise AI Pilot Design: Building Evaluations That Support Defensible Decisions

Geometric glass facade with triangular panels against a pale sky, representing the structured unit economics of enterprise AI cost per query

Enterprise AI Unit Economics: How to Measure, Benchmark, and Reduce AI Costs

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

Enterprise AI Spend Caps and Budget Controls: Token Limits, Rate Tiers, and Cost Containment Approaches

Geometric office facade with light patterns shifting from uniform grid to irregular distribution, illustrating the fixed to variable shift in enterprise AI cost models

Fixed to Variable: Agentic AI and Shifting Enterprise Cost Structures

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

The Shift Toward 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: Defining Integration Scope Before Vendor Engagement