How to use and evaluate “Cozy Couple Office Portrait”
This couple prompt is designed as an editable starting point, not a guaranteed one-click result. The notes below translate its JSON into a readable visual plan, identify the controls that matter, and show how to diagnose a weak generation without simply adding more text.
Prompt-specific blueprint
Scene and atmosphere
- Location
- A cozy modern room matching the reference environment, with a dark desk on the left, a warm table lamp, neutral walls, framed artwork, curtains, and a bright window on the right. The man is seated in the same black leather office chair while the woman sits sideways across his lap.
- Time
- daytime with bright natural window light entering from the right and mixing naturally with warm indoor illumination
- Mood
- candid, intimate, affectionate, cozy, warm, romantic, natural, spontaneous, and emotionally genuine
Visual treatment
- Photography
- ultra-realistic natural candid photography with highly convincing photographic realism, authentic human skin texture, visible pores, subtle natural imperfections, realistic fabric texture, natural hair detail, physically accurate anatomy, believable contact between both subjects, and no artificia…
- Camera
- Match the exact camera position, framing, perspective, viewing angle, subject scale, seated composition, and vertical 9:16 aspect ratio of the reference composition. Use realistic lens behavior, natural perspective, subtle depth of field, and photographic focus falloff.
- Lighting
- Soft natural window light from the bright window on the right mixed with warm indoor illumination from the table lamp. Preserve realistic light direction, facial illumination, skin response, dimensional shadows, gentle highlights, natural ambient bounce, and consistent lighting across both subjec…
Composition and wardrobe
- People Count Label
- two uploaded reference people
- People Count
- couple
- Reference Instruction
- Use the two uploaded reference subjects as the exclusive identity sources for the two generated people. Preserve the requested composition exactly: the man remains seated in the black leather office chair and the woman remains seated sideways across his lap, facing him closely. Her arms remain wr…
- Wardrobe · Male
- A fitted black long-sleeve shirt and clear-framed glasses, matching the requested appearance exactly. Preserve realistic fabric fit and folds according to the referenced man's natural body proportions.
- Wardrobe · Female
- A white textured sleeveless crop top and a short light floral ruffled skirt, matching the requested appearance exactly. Preserve realistic fabric texture, ruffles, folds, draping, and fit according to the referenced woman's natural body proportions.
Recommended workflow
- 01
Prepare the input
Choose reference images you have permission to use. For Cozy Couple Office Portrait, prioritize a clear subject and avoid unrelated people or private details in the frame.
- 02
Lock the visual plan
Confirm subject count, framing, scene, and lighting before adding finishing language. Resolve conflicts such as close-up versus full-body composition.
- 03
Adapt for one model
Start with ChatGPT Image. Keep a baseline generation and document the exact model version, references, aspect ratio, and visible settings.
- 04
Revise from evidence
Name the visible failure, change one instruction block, and compare it against the baseline. Keep only revisions that improve the intended criterion.
Model adaptation notes
ChatGPT Image
Keep the JSON structure, attach references in the same conversation, and use follow-up edits for one local correction at a time.
Gemini
Provide the JSON with clearly labeled reference images. Restate any ignored constraint in plain language without duplicating the whole prompt.
A compatibility label means the visual intent can be adapted; it does not promise identical output across providers, versions, or settings.
Prompt-specific quality checklist
- The generated man and woman must each remain unmistakably recognizable as their respective uploaded reference person.
- Preserve even subtle identity-defining facial characteristics rather than replacing them with generic attractive facial features.
- Keep realistic pores, fine facial texture, natural skin variation, and authentic human asymmetry.
- Preserve the exact stable hair identity of both subjects while allowing individual strands and hair placement to respond naturally to their new head positions and physical interaction.
- Maintain realistic contact and compression where the woman's body rests across the man's lap and where his hands hold her waist and thigh.
- Maintain anatomically correct hands, fingers, arms, shoulders, necks, torsos, and legs.
- Do not intentionally sexualize, slim, enlarge, reshape, muscularize, or idealize either person's body beyond what is explicitly required by the original scene.
Failures to check before publishing
- identity drift
- altered facial anatomy
- generic face
- beautified face
- idealized face
- changed facial proportions
- changed head shape
Why the editable controls matter
Gender
Required identity direction for the reference subject.
People count
Default is a single uploaded reference person.
Identity or subject drift
Reduce competing style language, improve the reference, and separate stable traits from pose, gaze, and expression.
Composition breaks
Check whether crop, shot distance, aspect ratio, subject count, and required objects can all be satisfied in one frame.
Artificial lighting or texture
Name a motivated light source and believable material behavior before adding grain, grading, sharpness, or resolution terms.
@cankirkgoz
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