Perspectives on enterprise AI delivery
Practical writing on governance, knowledge systems, modernization, and leadership — from the team building production AI systems.
“Insights from the work of moving AI into production.”
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Thoughts from our work helping organizations move AI from pilot to production.
Knowledge AI
The AI Bill You Didn't See Coming: Hidden Costs Behind the Per-Token Price
The real cost drivers behind production AI systems that don't show up on a per-token price sheet, from evaluation infrastructure to vendor lock-in.
Digital Modernization
Software Modernization in the AI Era: Rewrite Less, Reshape More
Why AI-assisted software modernization works best as targeted reshaping of legacy systems rather than full rewrites, and where the real cost savings come from.
Knowledge AI
Where AI Actually Pays Off for Businesses — And Where It Doesn't
A grounded look at which AI use cases deliver measurable business value today, and which ones consistently underdeliver.
Leadership
Leading Through the AI Transition: What Changes for Managers, Not Just Engineers
What actually changes for managers — not engineers — as teams adopt AI tools, and why old productivity metrics stop working.
Knowledge AI
Five AI Myths That Are Quietly Wrecking Project Plans
The AI misconceptions that persist among decision-makers rather than engineers, and how they derail project timelines and budgets.
AI Governance
AI Governance Isn't a Policy Document — It's an Operating Model
Why AI governance fails when it's treated as a policy document instead of an operating model, and what actually works at production scale.
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