AI automation can return hours every week — or quietly waste a quarter. The difference is almost always in what you choose to automate first.
Where it pays off
High-volume, repetitive language tasks: triage, summarisation, classification. Document-heavy workflows: extraction, data entry, report generation. First-line support and internal knowledge lookup.
Where it falls flat
Rare, high-variance tasks where there is little pattern to learn. Processes that are broken — automating chaos just makes faster chaos. Anything where a wrong answer is catastrophic and unreviewable.
Start small, measure, expand
Pick one painful, repetitive process. Automate it with a human in the loop. Measure the time saved. Then expand. The teams that win treat automation as a portfolio, not a moonshot.
#Automation#AI#Business
EG
Elena García
Head of AI
Leads generative-AI engineering at CRUDTree — RAG, agents, evals and the unglamorous work that makes AI features trustworthy.