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: roi.
16 notes on roi.
All · manufacturing · ai-automation · field-sales · operational-efficiency · roi · industry-trends · sales-productivity · benchmarks · sales-operations · crm · quoting · procurement
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.
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.
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.
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.
79% of Opportunity Data Never Enters Your CRM. Here's What That Costs UK Field Sales Teams.
The CRM problem isn't adoption — 91% of sales teams have one. The problem is data quality. 79% of opportunity data never gets captured. Here's the cost breakdown for a typical UK field sales company, and the technologies that close the gap.
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.
The Real Cost of Slow Quoting in UK Manufacturing (And How to Fix It)
If your average manufacturing quote takes 3 days and competitors quote in 4 hours, deals go cold before your proposal lands. The maths on what slow quoting actually costs UK manufacturers — and a 3-month fix.
The Hidden Cost of Manual Processes in UK Manufacturing: A Financial Breakdown
Most UK manufacturers don't realise how much manual processes cost. We've broken down the hidden waste: quoting delays, CRM admin, handoffs, exceptions. See the numbers.
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.
27 UK Field Sales Admin Waste Statistics (2026)
UK field sales reps sell for 12 hours a week. The other 28 disappear into admin, CRM entry, quoting, and meetings. 27 sourced data points from Salesforce, SPOTIO, Gartner, Validity, and Forrester showing exactly where the time goes — and what it costs.