Using LLMs to generate content descriptions

One of the most obvious applications of language models in SMM is generating descriptions, captions, and hashtags. Not because it's technically hard, but because it takes time and scales poorly when done manually.

We experimented with different approaches and confirmed that output quality depends heavily on how the prompt is structured and how well context is passed into it. Just saying "write a description for this video" performs worse than a request with specific topic, tone, and constraints.

The gap between "AI generated" and "human written" shrinks noticeably when the process is tuned.

We use this in our own work and keep refining the approach.