Bria Product Holding edits a person photo to show the subject holding or carrying a product, using one to three product reference images and optional text instructions. Built on FIBO-Edit-1.5, it preserves the source aspect ratio by default and supports a selectable output aspect ratio.

bria/fibo-edit-1.5/product-holding

Inference

Commercial use

Schema

LLMs

Playground API Examples

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Prompt*

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Result

Idle

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bria/fibo-edit-1.5/product-holding

Schema

LLMs

Input

Prompt*

Additional Settings

Customize your input with more control.

Result

Idle

What would you like to do next?

bria/fibo-edit-1.5/product-holding

Inference

Commercial use

Schema

LLMs

Playground API Examples

Input

Prompt*

Additional Settings

Customize your input with more control.

Result

Idle

What would you like to do next?

Input

Prompt*

Additional Settings

Customize your input with more control.

Result

Idle

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{ "image": { "url": "https://v3b.fal.media/files/b/0aaace43/S5UPO2oqBmyrVz4_gXhKI_d105dadd2b7945288c26e331bd6eba55.png", "content_type": "image/png", "file_name": "d105dadd2b7945288c26e331bd6eba55.png", "file_size": 1466065, "width": 880, "height": 1168 }, "images": [ { "url": "https://v3b.fal.media/files/b/0aaace43/S5UPO2oqBmyrVz4_gXhKI_d105dadd2b7945288c26e331bd6eba55.png" } ], "structured_instruction": { "short_description": "A woman with long dark hair, wearing a camel-colored coat and a black top, stands on a city street. She holds a light green 'AQUAVIT' beverage can with a lemon and floral design in her right hand, looking slightly to her right with a calm expression. The city street background is softly blurred.", "objects": [ { "description": "A young woman with long, wavy dark brown hair, styled with a side part, and a warm skin tone. She has a calm and pleasant expression, looking slightly to her right.", "location": "center-left foreground", "relationship": "The central subject, holding the beverage can.", "relative_size": "large within frame", "shape_and_color": "Human figure, warm skin tones.", "texture": "Smooth skin, soft hair.", "appearance_details": "She wears small silver hoop earrings and a delicate necklace.", "pose": "Standing, with her right arm bent to hold the can, and her left arm relaxed at her side.", "expression": "Calm and pleasant, with a slight smile.", "clothing": "A camel-colored double-breasted wool coat with large black buttons, worn over a black top and dark blue jeans.", "action": "Holding a beverage can and looking away.", "gender": "Female", "skin_tone_and_texture": "Warm, smooth skin.", "orientation": "Facing slightly right, body angled towards the right." }, { "description": "A slim, tall beverage can, light green in color, with the brand name 'AQUAVIT' in dark blue text. Below the text is an illustration of a whole lemon, a lemon slice, and a small branch with white flowers and green leaves.", "location": "center, held in the woman's right hand", "relationship": "Held by the woman, replacing the original coffee cup.", "relative_size": "small", "shape_and_color": "Cylindrical, light green with dark blue text and yellow/green illustration.", "texture": "Smooth, metallic.", "appearance_details": "The logo and illustration are clearly visible, facing the camera.", "orientation": "Upright, held vertically." } ], "background_setting": "A bustling city street with blurred buildings and vehicles in the background, suggesting an urban environment during daytime. The pavement is visible beneath the woman.", "lighting": { "conditions": "Bright daylight", "direction": "Side-lit from the left, with some front lighting.", "shadows": "Soft, subtle shadows on the woman's right side and beneath the can, consistent with natural outdoor lighting." }, "aesthetics": { "composition": "Medium shot, with the woman positioned slightly off-center to the left, following the rule of thirds.", "color_scheme": "Earthy tones of the coat and background, contrasted with the vibrant light green of the can and the woman's dark hair.", "mood_atmosphere": "Casual, urban, and relaxed.", "aesthetic_score": "very high", "preference_score": "very high" }, "photographic_characteristics": { "depth_of_field": "Shallow, with the woman and the can in sharp focus and the background softly blurred.", "focus": "Sharp focus on the woman and the beverage can.", "camera_angle": "Eye-level", "lens_focal_length": "Portrait lens (e.g., 50mm-85mm)" }, "style_medium": "photograph", "context": "This is a concept for a lifestyle advertisement featuring a beverage product in an urban setting.", "artistic_style": "realistic", "edit_instruction": "Integrate the product from <image_2> into the scene in <image_1>, replacing the coffee cup in the person's right hand with the can, ensuring the person's identity, face, expression, clothing, pose, and the background remain unchanged, and adjusting only the arm and hand position for a natural grip, with the can's logo facing the camera." } }

Match-up	Panel preference	Reviewer range	Cases won
vs FLUX.2-klein-9B (Black Forest Labs)	68.3%	64 to 73%	22/35
vs NanoBanana-Lite (Google)	68.9%	59 to 77%	27/35
vs fal-ProductHolding (task-specific app)	83.4%	71 to 93%	32/35

Match-up

Panel preference

Reviewer range

Cases won

vs FLUX.2-klein-9B (Black Forest Labs)

68.3%

64 to 73%

22/35

vs NanoBanana-Lite (Google)

68.9%

59 to 77%

27/35

vs fal-ProductHolding (task-specific app)

83.4%

71 to 93%

32/35

Match-up	Panel preference	Reviewer range	Cases won
vs FLUX.2-klein-9B (Black Forest Labs)	68.3%	64 to 73%	22/35
vs NanoBanana-Lite (Google)	68.9%	59 to 77%	27/35
vs fal-ProductHolding (task-specific app)	83.4%	71 to 93%	32/35

Match-up

Panel preference

Reviewer range

Cases won

vs FLUX.2-klein-9B (Black Forest Labs)

68.3%

64 to 73%

22/35

vs NanoBanana-Lite (Google)

68.9%

59 to 77%

27/35

vs fal-ProductHolding (task-specific app)

83.4%

71 to 93%

32/35

bria/fibo-edit-1.5/product-holding

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bria/fibo-edit-1.5/product-holding

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AI product placement, directed by a brief

Key features

Product in hand: brief to result

Benchmark: product holding, 35 blind cases

AI product placement, directed by a brief

Key features

Product in hand: brief to result

Benchmark: product holding, 35 blind cases