Thinking out loud.

Writing on AI automation, data engineering, software architecture, and the things we have learned building systems that have to work in the real world.

Articles

AI automation

The automation audit: five processes every SME should have automated by now

Most small businesses are spending 15-20% of their team's time on work that software could handle. Here is how to find it.

Data engineering

You do not need a data warehouse yet. Here is when you will.

Data infrastructure is one of the most over-engineered and most under-invested areas in growing companies. Here is how to think about it.

FinOps

Reading your AWS bill like an engineer, not an accountant

Most cloud waste is architectural, not contractual. Here is where to look first.

AI automation

The first five automations every SME should run

Five quick-win automations that save South Lanarkshire SMEs 5+ hours a week - no code, no IT team required. Quotes, invoices, leads, onboarding, and bookings.

AI automation

Inbox automation for small teams: stop drowning in email

Five inbox automation patterns for 1-5 person teams. AI triage, reply drafts, CRM routing - most can be set up in an afternoon.

AI automation

Killing spreadsheet chaos: from Excel sprawl to lightweight workflows

Five common spreadsheet workflows that should be automated. Job trackers, pipelines, timesheets, reporting - no IT budget required.

AI automation

The South Lanarkshire SME AI starter playbook

A 90-day AI automation starter playbook for South Lanarkshire SMEs - from first audit to measurable ROI, with local support in Hamilton.

AI automation

Agentic coding for small teams: what Claude Code and Codex actually do

Claude Code and Codex are not autocomplete with a bigger budget. Here is what they change for small engineering teams, where they earn their keep, and how to adopt them without burning trust.

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