Should your business use an AI agent or a fixed automation?
A decision framework for choosing the simplest reliable pattern for a real operational workflow.
AI agents and workflow automation with clear boundaries, measurement, and human control.
A decision framework for choosing the simplest reliable pattern for a real operational workflow.
A controlled rollout plan for AI automation with permissions, validation, human review, evaluation, monitoring, and escalation.
The practical architecture behind tool use, retrieval, structured outputs, cost controls, evaluation, and safe rollout.
Measure quality, exceptions, review effort, cost, time saved, adoption, and downstream results instead of demo quality.
Score each repetitive task on volume, rules, reversibility and data before automating anything. A practical way to choose the first one, with examples.
What the free WhatsApp Business app does on its own, when you need the WhatsApp Business Platform, the 24 hour rule, and what to automate first.
How to put a number on repetitive admin before automating it: hours, loaded cost, the work a person still does, build and running cost, and payback.
Data minimisation, model provider terms, retention and the law in Ghana and the UK: what to settle before sending customer data to an AI model.