Istvan Szentes

Blog

Notes on AI Automation and Knowledge Infrastructure

Practical writing on what works, what does not, and what I am building for clients.

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Knowledge Infrastructure

North East Councils Are About to Need AI Systems Architects, Not London Consultancies

The UK government's national cloud strategy lands this month and councils are under pressure to modernise. Here's why the North East's own AI expertise is better placed to win that work than a consultancy three hours down the A1.

AI Automation

Why Most Trade Quotes Never Get Chased, And What It's Costing You

Sent a quote and heard nothing back? You're not alone, most trades never follow up. Here's the follow-up sequence that lifts quote conversion by 30%.

AI Automation

The 62 Percent Problem: What a Missed Call Really Costs a North East Trade

UK home service businesses miss 62% of inbound calls. Here's what that actually costs a North East plumber, electrician or builder, and the fix that doesn't need a receptionist.

AI Automation

Why 78% of Customers Book the First Business That Replies

It's not price, it's not reviews. It's who answers first. Here's what the data says about why response speed decides most jobs before a quote is even given.

AI Automation

What Is Speed-to-Lead? A Plain-English Guide

Speed-to-lead is the practice of responding to a new enquiry within minutes rather than hours. Here's what it means, why it exists as a term, and what it looks like in practice for a trades or service business.

Knowledge Infrastructure

What Is a 'Second Brain' for a Business? (Not the Personal-Productivity Kind)

'Second Brain' is a well-known term in personal productivity for organising your own notes and ideas. Applied to a business, it means something related but distinct. Here's the difference.

AI Automation

The Real Cost of a Missed Call for a Trades Business

Small businesses miss around 62% of incoming calls, and most of those callers never call back. They call the next name on the list instead. Here's what that actually costs over a year.

AI Automation

Missed-Call Text Back vs AI Receptionist: Which Does Your Business Need?

Both solve a missed call, but they solve different problems. Here's how to tell which one actually fits your call volume and budget.

Knowledge Infrastructure

Is UK Local Government Ready for AI? What the 2026 Data Shows

Not yet, by the government's own admission. 88.9% of public sector workers say their organisation isn't fully able to leverage AI today. The gap isn't ambition, it's institutional knowledge that was never captured in a usable form.

Knowledge Infrastructure

What Happens to Institutional Knowledge When Your Best Person Leaves?

42% of institutional knowledge is unique to the individual holding it. When they go, that portion of the job goes with them, until it's painstakingly rebuilt, which can take years.

AI Automation

How Fast Should a Tradesperson Reply to a Quote Request?

Within 5 minutes if you can manage it. The data shows response speed is one of the biggest predictors of whether a lead turns into a booked job, and most trades businesses are far slower than they think.

AI Automation

AI Auto-Reply for Tradespeople: What It Actually Does (and Doesn't)

A plain explanation of what an AI lead-response system does, what it doesn't do, and where the line sits between automation and a human taking over.

Blog — Istvan Szentes | AI Systems Architect