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.
Notes: ai-automation.
26 notes on ai-automation.
All · manufacturing · ai-automation · field-sales · operational-efficiency · roi · industry-trends · sales-productivity · benchmarks · sales-operations · crm · quoting · procurement
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.
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.
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.
What UK Manufacturers Pay for AI in 2026: A £28.98 Model Bill and a £575 Day
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.
Every UK AI Grant for Manufacturers: 2026 Directory
Smart Grants paused since January 2025. Made Smarter Innovation ended. Sixteen schemes read on their primary source in July 2026 — what is actually open.
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.
UK Field Force Automation Market 2026: The £127M Figure Nobody Agrees On
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.
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.
The EU Delayed the AI Act. Five Things Still Land on Sunday.
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.
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.
AI for Distribution Companies: A Practical Guide for UK Wholesalers
Same trucks. Same drivers. 25% more deliveries. That's what SIG Plc got from AI-driven route optimisation. A practical guide to the three highest-value AI applications for UK distribution and wholesale companies with 50-250 staff.
Ghost Workflows: The Hidden Manual Tasks Costing UK Sales Teams Thousands of Hours
Somewhere in your company there's a spreadsheet that shouldn't exist. It was created because two systems don't talk to each other. That's a Ghost Workflow. How to find them, count the cost, and eliminate them.
· crm
CRM for UK Field Sales: Dynamics 365 vs Sage 200 vs SAP Business One
Your CRM choice dictates your AI ceiling. How the three platforms UK manufacturers actually use — Dynamics 365, Sage 200, and SAP Business One — compare for field sales mobile experience, ERP integration, and AI readiness.
Made Smarter Funding for AI: The Complete Guide for UK Manufacturers
Most UK manufacturers don't know the government will pay half the cost of their AI adoption. Made Smarter offers 50% match funding, NPIF II has £150M allocated, and R&D Tax Credits can reclaim 27%. Every funding option mapped out.
AI Adoption in UK Manufacturing: The 2026 Benchmark Report
81% of sales teams globally use AI. UK manufacturing sits at 19%. UK construction at 11%. This benchmark report maps the adoption gap, what it costs, who's moving, where the funding is, and where the opportunity sits for mid-market companies.
· quoting
AI Quoting for UK Manufacturers: What Works, What Doesn't, and What It Costs
Most CPQ content is written for enterprise. This guide covers AI quoting for UK mid-market manufacturers: smaller deal sizes, less IT support, and the need for fast ROI. Honest tool comparisons, real costs, and a 3-month starter path.
Voice-to-CRM: The Complete Guide for UK Field Sales Teams
Field sales reps won't type CRM updates — but they will talk. Voice-to-CRM captures 79% of opportunity data that currently never enters your system. Tools, costs, implementation guide, and common failures for UK field sales teams.
How to Choose an AI Consultant for Your UK Manufacturing Business (Without Getting Burned)
A 2026 buyer's guide to choosing an AI consultant for UK manufacturing SMEs: the three consultant types, seven red flags, what good looks like, the ten questions to ask, and what AI consulting actually costs (£1.5k–£150k+).
CPQ vs Custom AI Quoting for UK Manufacturers (2026 Guide)
CPQ vs custom AI quoting for UK mid-market manufacturers — real costs (£50k–£200k vs ~£15k setup), 3–6 month vs 6-week timelines, and where each wins. Sourced framework, no vendor pitch, with the Salesforce CPQ end-of-sale 2026 angle no other guide covers.
AI vs. Hiring Another Sales Rep: The Maths Your CFO Needs to See
A UK field sales hire at £65k base looks like a £93k Year 1 bill on paper. Add commission, NI on commission, and OTE-based recruitment fees and the real number is £135k. After a £90k contribution at 60% quota attainment, that's roughly £45k net loss in Year 1. Here's the full, sourced maths — and where AI changes the decision.
Unlock Hidden Sales Capacity in UK Manufacturing (2026)
UK manufacturers are sitting on 72% of rep capacity buried in admin. Here's the maths on how three automation levers recover 20%+ revenue from the sales team you already have, without a single new hire.
The Hollow Middle: When 5.5M UK SMEs Can't Adopt AI
When UK SMEs can't adopt AI, the consequences go beyond individual firms. Productivity bifurcation, supply chain fragility, and labour stagnation are creating a hollow middle in the UK economy — what it means and what needs to change.
Why AI Fails Differently: Manufacturing, Logistics & Services
AI adoption barriers aren't the same across sectors. Manufacturing hits infrastructure and data walls. Logistics runs into an ROI paradox at SME scale. Professional services gets caught in the billable hour trap. A sector-by-sector breakdown of why AI projects fail, and what to do about it.
54% of UK SMEs Use AI. The Real Number Is Closer to 15%.
Survey headlines say UK SMEs are adopting AI fast. Government data tells a different story. The real adoption numbers across the UK, EU, and USA — and what it means for mid-market manufacturers still deciding whether to move.
The AI Gap I See Every Time I Walk Out My Front Door
The gap between enterprise AI adoption and UK mid-market businesses is wider than most people admit — and it's compounding every month. Data from Salesforce, ONS, Eurostat, OECD, and Anthropic on where the real adoption numbers sit.