Where AI actually saves time
LLMs work best where the task is structured: research, rewrites, format adaptation, draft emails, checklists, slicing long content into short formats. Anywhere you need an honest first draft in 5 minutes — that's AI.
Where not to expect miracles
Strategy, positioning, brand tone, fine editing, strong stories. Here LLMs are useful as a sparring partner, not as the author. Run them without a frame and brief and you get text that sounds generic — not yours.
How to fold it into a team
1. Write the brief once and attach it to every prompt. 2. Lock quality criteria — what counts as a good text. 3. Track hours saved, not pieces generated. The 'team hours' metric is far more honest than 'posts per week'.