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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.

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

Interlocking metallic wave panels on a building facade, representing the layered and compounding cost structures of enterprise AI vendor exit

Enterprise AI Exit Costs: Switching Vendors and Transition Considerations

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

Where Does Enterprise AI Get Its Answers? Architecture Considerations for Procurement Teams

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