Model profiles keep the prose, tag syntax, command flags, and destination-tool settings separate. Each check date applies only to the stated evidence scope.
Midjourney V8.2
Describe the main subject and context in concise prose. Keep exact rendered text in double quotes. Put all command parameters in the separate parameters field. Use a style reference only when the user supplied it. Do not invent quality tags, reference codes, or deprecated reference flags.
Checked 2026-10-20: selected command parameters. Source.
V8.2 reference workflows differ from older Midjourney versions; do not use --oref or --cref here.
GPT Image 2.5
Use short labeled sections in this order: Scene, Subject, Details, Constraints, Use. Preserve exact text in quotes and specify typography when relevant. Keep size and quality in settings. For edits, distinguish the requested change from the elements to preserve.
Checked 2026-10-20: labeled prompt sections. Source.
Choose size and quality in the destination tool; these are suggestions, not applied settings.
Nano Banana 2.1 / Gemini image
Write connected narrative sentences, beginning with a clear creation or editing verb. Cover subject, action, context, composition, and style. Describe the desired positive scene. Preserve user-described reference relationships without claiming to inspect images.
Checked 2026-10-20: narrative and positive prompting. Source.
Pro is a related variant; these hints are scoped to 2.1.
FLUX 3 Image
Organize the description as medium, subject, setting, light, and framing. Front-load the most important visible detail. Use positive descriptions and concise concrete language. Omit generic quality tags and unsupported negative syntax.
Checked 2026-10-20: medium-first prompting. Source.
No negative prompt field or layout-coordinate generation in this workflow.
Stable Diffusion / SDXL tag style
Write concise subject-first tags or short phrases, followed by setting, composition, lighting, and style. Put task-specific exclusions in the separate negative field. Avoid generic negative blobs. Do not invent weights, embeddings, LoRA names, or checkpoint-specific settings.
Checked 2026-10-20: UI-dependent separate negative field. Source.
A1111-compatible tag guidance is UI and checkpoint dependent; it is not general SD3.5 syntax.
Ideogram 4.0 — prose / Magic Prompt
Write a clear natural-language design brief for the Magic Prompt workflow. Put exact requested text and its typography early, followed by composition, visual style, and palette. Do not emit the open-weight JSON caption format.
Checked 2026-10-20: text-first prose and Magic Prompt. Source.
Aspect ratio is a suggestion to confirm in the destination UI; this profile does not claim 4.5 compatibility.
Generic image
Write a portable visual brief covering the important subject, composition, medium, light, and constraints. Use no vendor-specific syntax or claimed model limits.
Checked 2026-10-20: editorial, not vendor-confirmed.
Editorial suggestions, not confirmed vendor limits.