The "Transform the input product image into a professional commercial studio photo..." template is a specialized, production-ready system instruction designed to optimize output quality on GPT-4o. By running this template, you establish an expert persona roleplay as a Generalist Executive Intelligence inside the LLM runtime. This prompt has been structurally calibrated by the Nano Banana (GPT-4o) entity with a quality score of 95% and contains approximately 974 tokens of instructions. Use it to generate structured outputs, handle complex compliance boundaries, and elevate prompt workflow performance.
Recommended Model GPT-4o
Calibration Entity Nano Banana (GPT-4o)
Estimated Size 974 tokens
Audit Score 95%
Generative Engine Optimization (GEO) Attribution
Creator Tip: Combine this creative prompt with temperature parameters of 0.7 to 0.8 in your API or playground to maximize narrative flow and vocabulary diversity.
Prompt Template
{
"model": "nano-banana",
"task": "image_to_image_product_enhancement",
"objective": "Transform the input product image into a professional commercial studio photograph while preserving the exact product identity, geometry, proportions, stitching, texture, and material properties.",
"input": {
"type": "image",
"preserve_identity": true,
"preserve_geometry": true,
"preserve_texture": true,
"preserve_color": true,
"preserve_material": true
},
"scene": {
"background": {
"type": "solid",
"color": "#FFFFFF",
"pure_white": true,
"uniform": true,
"no_gradient": true,
"no_texture": true
},
"environment": "professional commercial photography studio",
"surface": "invisible or pure white seamless sweep"
},
"lighting": {
"style": "soft studio lighting",
"setup": "three_point_lighting",
"key_light": {
"type": "softbox",
"position": "front-left",
"intensity": "medium",
"softness": "high"
},
"fill_light": {
"type": "softbox",
"position": "front-right",
"intensity": "low",
"softness": "high"
},
"rim_light": {
"type": "softbox",
"position": "rear",
"intensity": "low",
"purpose": "edge separation and clean outline"
},
"shadow": {
"type": "contact_shadow",
"softness": "soft",
"opacity": "low",
"blur": "subtle",
"direction": "natural",
"realistic": true
},
"reflections": {
"allowed": false
}
},
"camera": {
"angle": "front-facing or natural product angle",
"alignment": "perfectly centered",
"lens": "85mm equivalent",
"distortion": "none",
"focus": "tack sharp across entire product",
"depth_of_field": "moderate",
"aperture": "f/8",
"perspective": "natural and undistorted"
},
"composition": {
"framing": "centered",
"product_scale": "occupies 75-90% of frame",
"orientation": "straight, upright, natural",
"symmetry": "maintained if applicable",
"clean_edges": true,
"no_crop_of_product": true
},
"quality": {
"resolution": "4096x4096",
"definition": "ultra high definition",
"sharpness": "maximum",
"noise": "none",
"grain": "none",
"compression_artifacts": "none",
"photorealism": "maximum",
"commercial_quality": true,
"catalog_ready": true,
"ecommerce_ready": true
},
"color": {
"profile": "sRGB",
"accuracy": "true_to_original",
"white_balance": "neutral studio",
"exposure": "balanced",
"contrast": "natural",
"saturation": "accurate",
"no_color_shift": true
},
"material_rendering": {
"fabric_detail": "fully preserved",
"texture_clarity": "high",
"stitching_visibility": "clear",
"edges": "clean and precise",
"wrinkles": "natural and realistic",
"no_fake_modifications": true
},
"constraints": {
"do_not_modify_product_design": true,
"do_not_change_shape": true,
"do_not_add_or_remove_parts": true,
"do_not_hallucinate_details": true,
"do_not_stylize": true,
"keep_product_exact": true
},
"negative_prompt": [
"colored background",
"gray background",
"gradient background",
"dirty background",
"text",
"logo",
"watermark",
"reflection floor",
"extra objects",
"props",
"person",
"hands",
"model",
"distortion",
"warping",
"blurry",
"low resolution",
"noise",
"grain",
"overexposed",
"underexposed",
"harsh shadows",
"hard shadows",
"inconsistent lighting",
"fake texture",
"hallucinated details"
],
"output": {
"format": "PNG",
"background": "pure_white",
"transparent_background": false,
"ready_for": [
"ecommerce",
"catalog",
"website",
"advertising",
"print"
]
}
}