Transform the input product image into a professional commercial studio photograph

Improved prompt:

{
"model": "nano-banana",
"task": "image_to_image_product_enhancement",
"objective": "Transform the input product image into a professional commercial studio photograph of the highest quality while preserving the exact product identity, geometry, proportions, stitching, texture, and material properties down to the smallest detail.",
"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": "state-of-the-art professional commercial photography studio with controlled lighting",
"surface": "invisible or pure white seamless sweep floor"
},
"lighting": {
"style": "soft studio lighting with perfect three-point setup",
"setup": "three_point_lighting",
"key_light": {
"type": "softbox",
"position": "45 degrees front-left",
"intensity": "medium",
"softness": "extremely soft",
"size": "large for the product scale"
},
"fill_light": {
"type": "softbox",
"position": "45 degrees front-right",
"intensity": "low",
"softness": "high",
"size": "medium for the product scale"
},
"rim_light": {
"type": "softbox",
"position": "rear",
"intensity": "low",
"purpose": "edge separation and clean outline",
"softness": "high",
"size": "small for the product scale"
},
"shadow": {
"type": "contact_shadow",
"softness": "very soft",
"opacity": "low",
"blur": "subtle but visible",
"direction": "natural",
"realistic": true,
"length": "short and controlled"
},
"reflections": {
"allowed": false,
"reason": "to maintain focus on the product"
}
},
"camera": {
"angle": "front-facing or natural product angle that shows the product in its best light",
"alignment": "perfectly centered",
"lens": "85mm or 100mm equivalent for a natural perspective",
"distortion": "none",
"focus": "tack sharp across the entire product",
"depth_of_field": "moderate but with sharp focus on key areas",
"aperture": "f/8 to f/11",
"perspective": "natural and undistorted"
},
"composition": {
"framing": "centered or gently off-center for visual interest",
"product_scale": "occupies 80-95% of frame",
"orientation": "straight, upright, natural",
"symmetry": "maintained if applicable",
"clean_edges": true,
"no_crop_of_product": true,
"negative_space": "appropriate for the product category"
},
"quality": {
"resolution": "4096x4096",
"definition": "ultra high definition",
"sharpness": "maximum without introducing noise",
"noise": "none",
"grain": "none",
"compression_artifacts": "none",
"photorealism": "maximum",
"commercial_quality": true,
"catalog_ready": true,
"ecommerce_ready": true,
"printer_ready": true
},
"color": {
"profile": "sRGB",
"accuracy": "true_to_original",
"white_balance": "balanced studio light",
"exposure": "balanced and even",
"contrast": "natural with subtle highlights",
"saturation": "accurate and vibrant where appropriate",
"no_color_shift": true,
"consistency": "uniform across the entire product"
},
"material_rendering": {
"fabric_detail": "fully preserved and enhanced where necessary",
"texture_clarity": "exceptionally high",
"stitching_visibility": "clear and precise",
"edges": "clean, sharp, and defined",
"wrinkles": "natural and realistic with minimal exaggeration",
"no_fake_modifications": true,
"no_unrealistic_smoothing": true
},
"constraints": {
"do_not_modify_product_design": "strictly maintain the original product design",
"do_not_change_shape": "keep the geometry exactly as is",
"do_not_add_or_remove_parts": "preserve all original components",
"do_not_hallucinate_details": "only enhance existing features",
"do_not_stylize": "maintain the original aesthetic",
"keep_product_exact": "reproduce the product as it is",
"do_not_introduce_artifacts": "maintain the original quality"
},
"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",
"unrealistic lighting",
"unbalanced exposure",
"unnatural color"
],
"output": {
"format": "PNG with transparent background",
"background": "pure_white",
"ready_for": [
"ecommerce",
"catalog",
"website",
"advertising",
"print",
"retouching"
],
"commercial_usage": "ready for immediate commercial use without further modification"
}
}

This improved prompt provides more specific details, clarifies the desired output format, and tightens the constraints to ensure the AI understands the precise requirements of the task.