ECO4, MCS and PAS 2035: Automating Retrofit Admin Before It Eats the Margin
ECO4, MCS and PAS 2035 jobs run on documents and deadlines. How UK retrofit installers automate checklist tracking, evidence chasing and lodgement admin.
Blog
Notes on AI in construction
Practical, no-hype writing on automation, site reporting, data and adoption.
What a good AI pilot looks like
Most AI pilots fail before they start: wrong workflow, no baseline, no owner. The six-week structure that proves value or kills the idea cheaply.
Lead Handling for UK Renewables Installers When Demand Spikes
Solar and heat pump enquiries arrive in surges. What renewables installers should automate at each lead stage: roof checks, survey booking, follow-up.
What Building Our Own Tools Taught Us About Selling Automation
AI Metric runs on the systems it builds: WhatsApp site records, its own CRM, document pipelines. Honest lessons from eating our own cooking daily.
Controlled AI adoption, not blanket bans
What RICS, CIOB, RIBA, the ICE, BSI and government guidance actually say about AI in the built environment: managed use with human oversight.
We Built Our Own CRM Instead of Buying One: What We Learned
AI Metric built its own CRM rather than renting seats. What was easy, what was not, when building is the wrong call, and the lesson that applies either way.
What UK Contractors Can Learn From US Adoption of AI
US contractors adopted AI earlier in some segments. The lessons that transfer to UK firms, the ones that do not, and why integration is always the hard part.
The site diary is the most underrated document in construction
Nobody gets promoted for writing a good site diary, yet it decides extensions of time and settles arguments years later. Why it deserves automation first.
Hallucination Risk in Professional Documents, and How Firms Control It
AI-fabricated citations have embarrassed firms in court. The controls that keep hallucinations out of formal documents, from retrieval to human sign-off.
Why Generic CRMs Fail Builders
Mainstream CRMs model a sales pipeline. A builder runs enquiry, survey, quote, job, variations and retention. Forcing one into the other empties it by March.
How to Choose an AI Automation Partner in the UK
Criteria, not a league table: real builds, process before tools, IP and account ownership, maintenance, and the red flags that should end a meeting.
The real cost of recruiting in the UK built environment
A £100,000 salary is not a £100,000 decision. Once NI, pension, recruiter fees, onboarding and ramp-up are counted, year one can top £147,000.