Articles

Field notes on practical AI implementation.

Not opinion pieces. Short, honest playbooks pulled from real engagements — the patterns that survive, the ones that don’t, and how to tell the difference.

Coming soon. This hub is being built as a proper article library — not a casual blog. A future pipeline on Supabase and n8n will draft and schedule candidate pieces for internal review, and only publish after human approval. The automation is planned, not live yet.

Operations 5 min

Audit before automation: why AI without a workflow map fails

Most bolt-on AI tools stall because the pipeline they’re bolted onto was never mapped. A practical case for diagnosing first.

Coming soon →

Playbook 6 min

Piping WhatsApp into a workflow without breaking it

How SMEs can capture the messages that already run their business — safely, and without asking staff to change habits.

Coming soon →

Pattern 4 min

GPT with humans in the loop: a template for customer-facing tasks

A boring, effective pattern for putting language models near customers without letting them speak unsupervised.

Coming soon →

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