— Market & technology trends
## What is changing Error detection, prioritisation and documentation are increasingly AI-supported, not as a replacement for specialists, but as an accelerator in daily delivery.
## Why it matters Reaction times in application management shorten measurably and manual rework in development drops, because the routine triage step no longer waits for a human queue.
## What to do now - Start where the data already exists: interface and job monitoring - Keep a human approval step for anything that writes back into the system - Measure the before and after so the benefit is provable