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Thoughts on AI, transformation, leadership, and the craft of getting things done.

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5 March 2026 · 4 min read · Process Improvement

Before You Build the AI Tool, Ask Whether the Problem Should Exist

There is a hierarchy to process improvement that most organisations skip. Eliminate, simplify, automate — and only then reach for AI.

Bayeux Tapestry-style illustration of workers operating an elaborate water wheel machine to fill a small bucket, while a cloaked figure simply fills a bucket from a stream, with Latin text reading Machina Magna Pro Situla Parva and Flumen Adest
2 March 2026 · 9 min read · AI · Process Improvement

From Gatekeepers to Guardrails: Governing AI-Generated Code Without Blocking Innovation

Platform-embedded AI is already generating code inside your business. A guardrail model that documents, checks, and escalates governs without blocking.

Bayeux Tapestry style triptych. Left panel: 'HIC SCRIBAE SPIRITVS SINE CVSTODE LABORANT' — spirit scribes work unsupervised in a bustling multi-storey scriptorium, writing code while a guard sleeps. Centre panel: 'PORTA CLAVSA, VIA APERTA' — a gatekeeper stands before a locked iron gate, but figures slip through gaps and climb over walls around it. Right panel: 'NON MVRVS SED SEMITA' — a winding open path leads to a thriving village, with people freely walking guardrail-lined roads toward a castle on the hill.
25 February 2026 · 9 min read · AI · Process Improvement

Your AI Governance Committee Has a Blind Spot. It's Called 'Everyone Else.'

AI governance built without practitioner input produces policies nobody follows. Start from what teams already do and wrap strategic oversight around it.

Bayeux Tapestry style illustration contrasting two approaches to AI governance. On the left, a thriving multi-level building filled with workers collaborating at every level, with the Latin inscription HIC GUBERNATIO AB INTUS AEDIFICATUR (here governance is built from within). On the right, an empty scaffolding structure covered in cobwebs with a lone figure sitting idle, inscribed STRUCTURA VACUA NEMO AUSCULTAVIT (an empty structure, no one listened). Mythical creatures decorate the tapestry border.
11 February 2026 · 6 min read · AI · Process Improvement · People

The Mentoring Gap: When Your Manager's Thinking Partner is an AI

If managers are getting their intellectual sparring needs met by AI, what happens to the development relationship with their direct reports?

Medieval triptych illustration showing three scenes: a king and advisor debating with swirling thoughts between them (DVO CONSILIA VNVM TEMPVS), a lone ruler sitting in an empty castle hall (SOLITVDO IMPERII), and a king conversing with an advisor while a solitary figure reads behind a wall (NVNC PRAESENS SVM)
3 February 2026 · 5 min read · AI · Process Improvement

Your Data Will Never Be Ready. Start Anyway.

Waiting for perfect data before starting AI guarantees you never move. Target specific datasets for specific use cases and learn what good enough means.

Medieval triptych illustration. Left panel titled VIAE OMNES IMPERFECTAE SVNT shows farmers arguing over broken roads. Centre panel titled PRIMVM OMNIA METIENDA depicts a robed figure presenting plans before a walled city. Right panel titled VNA VIA DOCET ALTERAM shows workers laying a new road with ox carts moving supplies.
17 December 2025 · 8 min read · Transformation · Process Improvement · AI · People

Change Management is Dead; Long Live Change Enablement

Why the 18-month waterfall change programme can't keep pace with 18-day AI update cycles. And what to build instead. How many times has the AI...

9 December 2025 · 6 min read · AI · Process Improvement · People

How to Hire for AI Transformation Success

AI transformation fails when organisations hire one person to fill three roles. Define whether you need strategic leadership, technical building, or both.

24 November 2025 · 4 min read · AI · Process Improvement

When "AI-Assisted" Becomes Meaningless

The line between AI-assisted and AI-generated work is dissolving. Stop measuring methodology and start enforcing accountability - someone must own the output.

13 November 2025 · 6 min read · AI · Process Improvement

Why Your AI Policy Needs Examples (Not Just Principles)

Principle-based AI policies fail because interpretation is inevitable. Concrete examples create shared understanding, expose edge cases, and enable enforcement.

4 November 2025 · 8 min read · AI · Process Improvement

Why Your Board Shouldn't Rush to Cement an AI Strategy (And What to Do Instead)

With 79% of board directors lacking AI knowledge and most pilots failing, boards should build foundational literacy before committing to formal strategies.

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© 2026 Ben White

Last updated: 30 September 2026

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