Points of view
Points of view
Short perspective pieces on where we see markets, delivery, and decision systems heading.
Point of view8 min read
Why Most AI Implementations Fail at the Strategy Layer
The technical execution is rarely the problem. Explore the structural reasons why AI initiatives stall — and the diagnostic questions that surface them early.
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Point of view6 min read
Internal Tools Are a Strategic Asset. Most Teams Build Them Wrong.
Internal tooling built around current workflows becomes obsolete as organisations scale. Here is how to architect for adoption and longevity from the outset.
Read pieceRavon Group
Point of view7 min read
When Not to Use Generative AI in Product Decisions
Generative models are not the default answer for structured decisions. This point of view maps scenarios where classical ML, rules, or workflow redesign win.
Read pieceRavon Group
Point of view8 min read
Reducing Technical Debt Without Stopping Delivery
Debt pay-down fails when it competes directly with roadmap. Use boundary-first refactors, risk-based sequencing, and measurable quality gates.
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