The Year-Two Copilot Audit: Why Enterprises Are Cutting AI Seat Licences, and Who Should Keep Them
AI assistant seats are up for renewal. Keep them for power users and proven workflows, pool the rest, and renegotiate with your own usage data.
AI complexity is rising. Infrastructure costs are compounding. Vendor hype is everywhere.
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Original breakdowns of AI systems, infrastructure tradeoffs, and platform design.
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AI assistant seats are up for renewal. Keep them for power users and proven workflows, pool the rest, and renegotiate with your own usage data.
AI in marketing for executives: what generative AI changes in content, campaigns and search, where brand risk sits, and what to automate or keep human.
Agents with 95 percent reliable steps finish 60 percent of ten-step tasks. A practitioner guide to failure classes, recovery patterns, and reversibility.
Accounting treatment quietly decides which AI projects look attractive. What can be capitalized, what cannot, and the policy a CFO should set first.
AI in internal audit: full-population testing, continuous monitoring, where evidence breaks down, and an assurance checklist for the AI your business runs.
AI exclusions now appear in thousands of US policy filings. The renewal questionnaire, not a regulator, will set your first enforceable AI controls.
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