Insights
Every article, report, and interview here is written by the people who deliver the work. Filter by theme, or search across the full library.
12 results
Article
The companies pulling away from the pack are not the ones with the most models. They are the ones that rebuilt how decisions, capital, and talent flow around AI.
14 October 2026 · 11 min read
Report
Pilot purgatory is rarely a modelling problem. It is a measurement, ownership, and integration problem — and all three are fixable inside a quarter.
30 September 2026 · 9 min read
Article
Agents do not slot into today's processes; they dissolve them. The design question is which parts of the process you want to keep — and why.
18 September 2026 · 12 min read
Article
You do not need a perfect data estate. You need the twenty data products that carry your decisions to be trustworthy, owned, and fast.
4 September 2026 · 8 min read
Article
Boards that understand AI well enough to set boundaries move faster than boards that outsource the question to a committee.
21 August 2026 · 7 min read
Report
Training hours are a vanity metric. What changes behaviour is redesigning the work first and then teaching into the new shape.
7 August 2026 · 10 min read
Case study
A European industrial group replaced monthly planning cycles with continuous, agent-assisted replanning — and cut expedited freight by a third.
24 July 2026 · 8 min read
Article
Electrification, intermittent generation, and AI-driven demand are converging on an asset built for a different century. The bottleneck is not generation capacity — it is decision speed.
10 July 2026 · 9 min read
Report
The clinical wins get the headlines. The durable value is accumulating in scheduling, coding, supply, and patient flow — the operational plumbing of care.
26 June 2026 · 10 min read
Article
When underwriting, advice, and monitoring are partly automated, the differentiator stops being the model and becomes the evidence trail around it.
12 June 2026 · 11 min read
Article
Personalisation works when customers can see the trade. The retailers winning with AI are the ones that made the exchange explicit.
29 May 2026 · 7 min read
Case study
A specialty chemicals producer lifted first-pass yield by 4.6 points by treating every batch as a training example — with operators in the loop, not out of it.
15 May 2026 · 8 min read
The McAi Quarterly
One email, four times a year, with the datasets and baselines behind each piece.