Your Data Isn't 80% of the Problem: Tracing a Myth
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.
17 min read
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What to Ask an AI Vendor Before You Sign: A UK Buyer's List
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.
18 min read
The Engineer's Admin Problem: Why Field Service Teams Hate Their Job Software
I counted 2,814 app store reviews of 14 field service platforms. Buyers average 3.33 stars; the engineers made to use it average 1.53. This is that gap.
26 min read
UK Construction Rework & Admin Cost Report 2026
The cost of error in UK construction is £210,000 per £1m of project value — and £160,000 of it never reaches a cost report. Traced to the primary source.
27 min read
AI for UK Logistics: Where the 3PL Admin Burden Actually Sits
A pallet moves once; its paperwork gets handled five times. Mapping the admin at each stage of a UK 3PL workflow — and the two places a model must not go.
24 min read
The Admin Tax Index 2026: Hours Lost Per Week by Role Across UK Industry
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.
31 min read
Job Sheet Parsing: Turning Paper and PDFs into ERP Data
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.
34 min read
The UK Manufacturing Productivity Gap: 40 Statistics (2026)
Manufacturing investment fell 7.1% in the year to Q1 2026 while whole-economy investment rose. UK industrial electricity costs 83% more than the European median. Forty statistics on where the productivity gap actually sits, every one linked to a primary source and date-stamped, with a methodology section so you can check the workings.
17 min read
Why 70% of AI Projects Fail — And What the 30% Do Differently
Bain 2025: without process redesign, companies automate inefficiencies instead of removing them. If your quoting process is broken, AI quotes broken faster. Why 70% of AI projects fail and the five patterns that explain it.
23 min read