Should a prompt list what to avoid?

Without Higgsfield: Describe what you want and close with a few key exclusions such as "no text, no logos, no watermarks"; Higgsfield says negative prompts that remove unwanted elements give cleaner results in fewer tries. In Higgsfield's Seedance 2.5 tests, explicitly excluding modern artifacts, music or dialogue prevented more failures than adding positive description, while for a look you want Adil describes the lighting and textures directly instead of banning "cheap effects".

Axis: describe only what you want … list what to avoid

Answers by date: 8 records in 7 sources, newest first; the answers above are the current ones. shift and revise mean the advice changed; tension — speakers disagree.

date	who	answer	source
2026-08-13	Higgsfield	shift: Higgsfield's Seedance 2.5 tests show the GLOBAL STYLE and AUDIO sections work as guardrails: explicitly excluding modern artifacts, music or dialogue prevents more failures than adding positive description.	Seedance 2.5: Complete Prompting Guide (Full Prompt Library)
2026-07-30	Higgsfield	Higgsfield's help centre advises saying what is wanted rather than long "no this, no that" lists, though naming a few key things to avoid ("no readable text", "no plastic skin") can help on detailed shots.	How do I write a good prompt?
2026-10-22	Higgsfield	Higgsfield's Nano Banana Pro guide advises explicitly listing what to exclude, which it says narrows the model's search to high-quality results. · also said: 2026-09-08 Soul 2.0 vs Nano Banana Pro: Which AI Image Model Should You Use?, 2026-10-07 Why Your AI Video Doesn't Follow the Prompt (And How to Fix It), 2026-10-22 AI Prompt Generator	NANO BANANA PRO prompt GUIDE & TEMPLATES FOR PERFECT Generation