The 95% Failure Rate Is Mostly a Measurement Failure
MIT's famous 95% figure required "measurable KPIs" and ROI measured six months on. Without a baseline you fail by construction. How to capture one.
Practical insights on AI automation, operational efficiency, and digital transformation for UK businesses.
MIT's famous 95% figure required "measurable KPIs" and ROI measured six months on. Without a baseline you fail by construction. How to capture one.
The "80% of AI is data prep" figure comes from a 2016 survey of about 80 people, and it is two numbers added together. Here is the trace.
The UK's only official AI buying guidance is from 2020 and written for government. Nine contract terms the ICO makes mandatory, and a badge that misleads.
Reading 10,000 job sheets a month costs £28.98 in model calls. One UK contract day costs £575. The model is 1.4% of year-one spend — delivery is the rest.
Smart Grants paused since January 2025. Made Smarter Innovation ended. Sixteen schemes read on their primary source in July 2026 — what is actually open.
UK workers lose 31% of the week to admin. This index prices it role by role on ONS ASHE pay: hours lost, cost per person per year, and the gaps I won't fill.
Nine research houses price the UK field force automation market between £127M and £216M, disagreeing by 76% on size. Why the gap exists, and what to do.
What document extraction actually costs (£1.13 per 1,000 pages for plain OCR), what accuracy to expect by document type, and why no vendor publishes one.
Regulation (EU) 2026/1744 moved the AI Act's high-risk regime to December 2027. The transparency regime did not move — it applies from 2 August 2026.