Independent reference · Updated 28 August 2026 · English

The same seven fields, another instrument

AI copy direction

Asking a model to “write a premium, engaging, exclusive caption that drives engagement” is slop with a keyboard. AI copy direction uses the same office as picture: a person, a feeling, a tension, a list of words that are dead on arrival, and a format that can fail.

Banned words are the brief

Premium, unique, escape, hidden gem, innovative, leverage, delights. If Booking.com could sign it, it dies. The negative list in copy is not censorship. It is the only way to stop the model from speaking like the average of the internet’s marketing.

Voice is a constraint, not a vibe

Short sentences. No questions-for-engagement. No emoji if the world is 18:40 and a used towel. Three lines, no hashtags, no discount CTA. Format is camera. Voice is light. The reader is still one person, not a demo.

Coverage in language

A headline of eight words. A radio 15 seconds. A caption of three lines. Same brief, three distances. Presenting one “perfect” caption is the miracle shot again.

FAQ

Is this just prompt engineering for ChatGPT?

Prompt engineering gets a compliant paragraph. Copy direction decides the paragraph was the wrong object. You can have the first without the second. Brands feel that immediately.