AI Articles | Jamie Blair

23 posts

AI

Everything I've written about ai.

Glowing AI core with intricate circuits, representing production-ready AI systems built by experienced developers.

Hiring an AI Developer in Glasgow

What to look for when hiring an AI developer in Glasgow. Costs, red flags, and how to evaluate whether someone can actually deliver.

10 Apr 20266 min read

Glowing purple AI pathways represent Glasgow SMBs automating practical tasks, reducing operational costs and labour shortages.

AI Glasgow Small Business Trends

Why Glasgow Businesses Are Adopting AI in 2026

Glasgow's SME sector is moving fast on AI. Here is what is driving adoption, what is working, and how local businesses are getting started.

7 Apr 20265 min read

Vintage phone handset with cord transforming into purple sound waves, depicting AI voice agents resolving 85% of calls.

Case Study AI Voice AI Small Business

AI phone agents: 85% of calls resolved, 80% cost cut

How Trillet's AI voice agents resolve 85% of complex phone calls for dental clinics and legal services, cutting costs by 80% with under 1% error rate.

25 Mar 20265 min read

Pharmacy shelves with purple-highlighted optimal stock levels and predicted gaps, depicting AI inventory forecasting accuracy gains.

Case Study AI Inventory Automation

AI inventory forecasting: 50% to 90% accuracy

How Super-Pharm used AI to improve inventory accuracy from 50% to 90% and make demand forecasting 10x more efficient across 290 stores.

18 Mar 20265 min read

Resume stack with stopwatch and restaurant badge under purple scanner light, showing AI cutting time-to-hire by 85%.

Case Study AI Hiring Small Business

AI cut time-to-hire by 85% for a restaurant chain

How a restaurateur who opened 63 restaurants and hired 35,000 people built an AI system that cuts time-to-hire by 85% and screens resumes 97% faster.

11 Mar 20265 min read

Miniature shopping cart glowing purple with a rising revenue reflection, depicting e-commerce AI generating 177K in revenue.

Case Study AI Ecommerce Small Business

How an ecommerce shop generated €177K with AI chat

eye-oo, an Italian eyewear ecommerce store, attributed €177,000 in revenue to AI-powered chat and cart recovery. Here's exactly how.

4 Mar 20264 min read

Customer service headset beside multiplying purple chat bubbles, showing how a 5-person team automated 85% of support.

Case Study AI Customer Service Small Business

How a 5-person company automated 85% of customer service

Suitor, a 5-employee suit rental startup, used AI to cut response times from 3 minutes to 6 seconds and automate 85% of queries. Full breakdown.

25 Feb 20264 min read

Spa hot stones, rolled towel, and essential oil in purple ambient light, depicting Bella Sante spa's AI-driven results.

Case Study AI Customer Service Small Business

How a spa chain generated $66K and 450 leads with AI

Bella Santé, a Boston med spa with 200+ staff, automated 75% of customer support and generated $66,000+ in chatbot-assisted revenue within 6 months.

18 Feb 20265 min read

Nine illuminated display cases showing miniature business scenes, representing real AI case studies from small businesses.

Case Study AI Small Business Automation

9 real AI case studies from small businesses (with data)

Genuine case studies from named businesses showing exactly how AI saved time, cut costs, and increased revenue. No hype, just numbers.

11 Feb 20267 min read

Model rocket separating stages with purple thrust igniting, symbolizing what happens after an AI MVP launches.

AI Strategy Technical Guide

What Happens After the AI MVP Ships

The MVP is live. Now what? Monitoring, retraining, user feedback loops, and the maintenance work that determines whether your AI project survives past month three.

21 Jan 20267 min read

Glowing measuring tape beside coins and an upward graph, depicting methods for measuring ROI on AI automation.

AI ROI Small Business Strategy

How to measure ROI on AI automation for your business

A practical framework for calculating whether an AI project is worth the investment: time savings, error reduction, and the metrics that actually matter.

14 Jan 20267 min read

Five shipping boxes each containing a glowing purple e-commerce symbol, representing five quick AI wins for online retail.

AI E-Commerce Automation Guide

AI for E-Commerce: 5 Quick Wins Under £5k

Five AI projects that pay for themselves within 3 months for online retailers. Each costs under £5,000 to build and delivers measurable ROI from week one.

7 Jan 20267 min read

Barrister's wig resting on a laptop beside scales of justice, representing an AI chatbot built for a UK law firm.

AI Case Study Chatbot Legal

How I'd Build a Chatbot for a Law Firm

A practical walkthrough of building an AI chatbot for a UK law firm: intake triage, document retrieval, and the compliance guardrails that actually matter.

17 Dec 20257 min read

Conveyor belt sorting parcels into prioritized chutes, depicting an AI triage system for e-commerce customer support.

Customer Support NLP AI Technical

How I'd build an AI triage system for e-commerce support

A technical walkthrough of a support triage system: intent classification, auto-resolution, and smart routing. Architecture and design decisions.

10 Dec 20256 min read

Cracked computer terminal showing a broken chat interface with sparks, illustrating why most business chatbots fail.

Customer Support NLP AI Guide

Why most business chatbots are terrible

Most chatbots annoy customers instead of helping them. Here is what goes wrong and how to design one that actually resolves problems.

3 Dec 20256 min read

Three glass spheres tinted green, grey, and red representing positive, neutral, and negative sentiment analysis signals.

NLP Customer Support AI Technical

Sentiment analysis for small businesses: what it can and can't do

A realistic look at sentiment analysis for customer feedback, reviews, and support tickets. What it's good at, where it fails, and whether it's worth building.

26 Nov 20256 min read

Property keys beside neatly processed invoice stack, depicting a real invoice automation case study in property management.

Case Study Automation AI Small Business

Invoice automation case study: property management

A real case study on cutting 20 hours of weekly invoice processing to 2 hours using Python, pdfplumber, and an LLM fallback pipeline. Full architecture included.

5 Nov 20256 min read

Paper invoices lifting off a stack and dissolving into purple digital particles flowing into a scanner, depicting automated invoice processing.

Automation Python AI Technical

How I'd automate invoice reconciliation for a small business

A walkthrough of the pipeline I built to automate invoice matching: PDF extraction, fuzzy matching, and human review for any business.

29 Oct 20255 min read

Tangled cable mess being organized into neat runs with purple ties, illustrating cleaning messy data for AI systems.

Data AI Technical Python

Building AI that works with messy data (it's always messy)

Every AI project starts with data that is worse than you think. Here is how I handle missing values, inconsistent formats, and the 80/20 rule of cleaning.

22 Oct 20258 min read

Vintage typewriter keyboard beside a modern backlit keyboard, contrasting traditional and AI-powered software development.

AI Software Development Strategy Guide

AI vs traditional software: what's actually different

AI projects aren't like normal software builds. They need different timelines, testing, and expectations. Here is what changes and what stays the same.

17 Sept 20259 min read

Workbench split between raw electronics components and a packaged software box, illustrating build versus buy decisions.

Strategy Consulting AI Guide

Build vs buy: when to use off-the-shelf AI and when to build custom

A decision framework for choosing between off-the-shelf AI tools and custom-built solutions. Cost, control, time, and maintenance tradeoffs explained.

20 Aug 20256 min read

Open leather wallet with purple-glowing coins beside a calculator, representing AI automation cost analysis.

AI Automation Small Business Pricing

How much does AI automation cost for a small business?

Realistic pricing for AI automation projects: what affects the cost, typical price ranges for common use cases, and how to avoid overspending on your first build.

13 Aug 20256 min read

Five industrial gauges on a control panel with purple-lit needles showing business readiness indicators for AI automation.

AI Small Business Strategy Guide

5 signs your business is actually ready for AI automation

Five clear signals that your business is ready to invest in AI automation. Based on real patterns from clients who got it right and ones who jumped too early.

30 Jul 20257 min read

Got a question?

If there's something you'd like me to write about, or you just want to chat about AI, get in touch.

Send me a message