Issue 02 · November 2026
Licensing notes | November 2026
This month, three connected issues sit behind the AI licensing discussion: consumption commitments, control of personal data and evidence of business value. Each affects the commercial case beyond the initial purchase.
01
What changed
AI buying is broadening from licences for individual tools to services that consume cloud resources. That makes the relationship between AI spend and a Microsoft Azure Consumption Commitment (MACC) commercially important. As explored in the recent article, uncertain demand complicates the case for committed spend. Expected AI usage is not the same as dependable consumption, and the distinction matters when a flexible workload sits alongside a contractual spending obligation.
02
What to watch before renewal
Agentic AI brings privacy and control into the commercial picture. The issue is not simply who can access a tool, but how personal data is processed and whether access can meaningfully be withdrawn. The Zero Trust Privacy article explores that distinction. For buyers, governance requirements can affect operating costs and usable scope, so the licence bill alone does not represent the full cost of making AI available responsibly.
03
One question worth asking this month
Where is AI producing measurable business value, rather than simply generating activity? The systems thinking article highlights the gap between healthy adoption dashboards and demonstrable outcomes. That gap matters at renewal because usage alone does not establish the commercial case for continued spending. Value depends on how AI fits into processes, responsibilities and wider systems, not just whether people have access to a licensed tool.
Further reading
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