Raven’s Nest: Tokenomics | The AI Cost Equation
When AI consumption grows faster than cost control
AI is rapidly adding another layer of complexity to enterprise technology spend. Traditional software licences now coexist with tokens, credits, APIs, AI agents, data platforms, GPU capacity and increasingly hybrid pricing models.
That changing cost equation formed the basis of Raven’s Nest: Tokenomics, hosted at Novo, Ballerup.
White Raven IT brought together a deliberately small group of senior professionals from IT procurement, strategic sourcing, vendor management, software asset management and AI strategy.
The objective was not another large conference or commercial event, but an open peer discussion around a question many large organizations are now confronting:
From software licensing to Tokenomics
The roundtable, led by Jeremy Chaplin, Senior Director, Solutions Architecture & Advisory, FinOps at Flexera, looked beyond the price of individual AI tools.
Tokenomics was explored as the discipline of connecting the resources used to create and consume AI with the measurable business value AI ultimately delivers.
From discussion to practical visibility
The roundtable was followed by a demonstration of Flexera One AI Cost Management, looking at how organizations can create visibility across AI models, agents, SaaS AI functionality, data clouds, AI platforms and compute environments.
For White Raven IT, this discussion fits within a wider development we see across enterprise technology contracts.
As software and cloud pricing moves toward consumption, credits and increasingly hybrid commercial models, organizations need both technical usage data and independent commercial expertise to understand what they are consuming, what they are committing to and where opportunities exist to optimize.
White Raven IT provides that independent, vendor-neutral perspective across software licence optimization, contract negotiations, licensing and governance. The current White Raven IT positioning similarly emphasizes independent advice, benchmarking, optimization and technology-enabled visibility rather than software resale.
The key takeaway: controlling AI spend starts with visibility, but the real objective is connecting consumption, accountability and cost to measurable business value.
The Raven’s Nest conversations will continue in 2027.
