AIStrategy quarterly briefing / Q4 2026
From AI investment to everyday improvement.
The national question is whether businesses and public services can turn new capabilities into work that is faster, better and worth the cost.
The central finding
The cases in this edition show real applications in factories, banking, shipping and public administration. They also show why a single headline saving is a poor investment guide. Some results are reported by the supplier or the organisation itself; others come from independent research. A useful national resource must make that difference visible.
1. Give smaller organisations a practical entrance
An owner should be able to arrive with a problem such as slow customer replies and leave knowing what to test, what it might cost and who can help. The first service is translation: from a business problem into a manageable trial. Regional support matters because access to expertise should not depend on being in Athens.
2. Measure the work that remains
AI can shorten drafting while adding checking, correction and support work. Count all of it. The support-agent study shows that gains can differ by experience; the public-sector trial reports staff estimates of time saved. Neither result is a guaranteed return for a different employer. Start with your own small comparison.
3. Make stopping a legitimate result
Zillow’s experience shows the danger of connecting uncertain forecasts to a capital-intensive operation. The historical sepsis-model evaluation shows why a system must be checked in the setting where it will be used. Publishing limitations and unsuccessful tests helps the next organisation avoid repeating an expensive mistake.
What to do in the next 90 days
Choose one important repeated task. Record how it works today. Find a suitable support organisation or supplier. Run a limited test with a named owner and a spending limit. Publish or share a short account of the result, including costs and corrections. Then decide whether to expand, change or stop. This is an editorial proposal, not a programme already delivered.