One frozen photo · five exact model IDs

One Prompt, Five Models: Controlled Same-Input Tests

This rebuild uses one immutable photo of Mila for every request. Within each row, the prompt, profile, aspect ratio, and input bytes stay fixed; only the image model changes.

Input used for every model
Input used for every model

5

exact prompts tested

25/25

verified outputs generated

Same input verified

One immutable Mila reference, one prompt per row, one 4:3 aspect ratio, and one recorded output for each exact model ID.

What this test controls

The input image was resolved once before any provider call. Its storage key and SHA-256, the exact prompt SHA-256, Mila profile, aspect ratio, comparison run ID, request fingerprint, exact model ID, and output SHA-256 are recorded for every attempt. A result is excluded if any value differs.

The earlier historical rows remain excluded because their exact input file could not be proven. None of those outputs are reused here.

The controlled results

Each row starts with the input, followed by the model outputs in a fixed order. Prompt text is collapsed below the images.

Prompt 1

Input
Input
Seedream 4.5
Seedream 4.5
GPT Image 2 Medium
GPT Image 2 Medium
Grok
Grok
Seedream V5 Lite
Seedream V5 Lite
Seedream V5 Pro
Seedream V5 Pro
View the exact prompt

Photorealistic fashion portrait of the adult woman in the uploaded reference image (DO NOT TOUCH FACE). She is seated on the floor in a composed fashion-editorial pose, legs folded comfortably to one side, one palm resting on the floor for balance, and the other arm relaxed beside her. She angles slightly toward the camera and looks upward with a calm gaze. She wears a structured long-sleeve black dress, opaque tights, and a faux-fur stole draped over her shoulders, rhinestone eye accents, natural makeup, and a sleek high ponytail with loose face-framing strands. The setting is a private rooftop terrace or balcony at blue hour, with glass railing, city lights, and a darkening skyline behind her. Direct paparazzi flash illuminates her face and outfit against the blue ambient background. Wind lifts a few hair strands or fabric edges. She wears a black structured long-sleeve dress, opaque tights, a dark faux-fur stole, layered necklaces, and a small metallic clutch. Shot with an editorial portrait lens, tight composition, shallow depth of field, and clean subject separation. Photorealistic, high-resolution fashion photography with natural skin texture, realistic pores, accurate hands, crisp fabric detail, clear eyes, subtle makeup texture, and no beauty-filter plastic smoothing. No text, watermark, logos, cartoon, anime, CGI, extra fingers, warped hands, broken wrists, distorted face, mannequin stiffness, or excessive empty space.

Prompt 2

Input
Input
Seedream 4.5
Seedream 4.5
GPT Image 2 Medium
GPT Image 2 Medium
Grok
Grok
Seedream V5 Lite
Seedream V5 Lite
Seedream V5 Pro
Seedream V5 Pro
View the exact prompt

ultra close-up fashion portrait of the woman in the uploaded reference image (DO NOT TOUCH FACE) with dramatic mysterious expression. Framing: tight beauty portrait cropped from collarbone up, face filling most of the frame. Pose: the woman lifts both hands toward her face, slightly gripping the long sleeves of her oversized black knit sweater so that only the tips of her fingers are visible. Her hands frame her cheeks without covering her features. Hair: loose natural hair falling forward across her face, sweeping across one side of her face for a natural editorial look. Outfit: oversized textured black sweater with long sleeves extending over the hands. Accessories: minimal matte black rings on the fingers. Expression: a composed expression and an intense gaze visible through strands of hair. Background: clean light studio backdrop with subtle gradient. Lighting: soft studio beauty lighting slightly from the side creating delicate shadows across the face and highlighting skin texture. Style: high-fashion beauty editorial photography

Prompt 3

Input
Input
Seedream 4.5
Seedream 4.5
GPT Image 2 Medium
GPT Image 2 Medium
Grok
Grok
Seedream V5 Lite
Seedream V5 Lite
Seedream V5 Pro
Seedream V5 Pro
View the exact prompt

Realistic selfie taken on an old iPhone 5 in motion, portrait format, slight motion blur, slight graininess, soft sharpness like a 2012–2013 photo. the woman in the uploaded reference image (DO NOT TOUCH FACE) sitting in a large round fluffy beige armchair in the corner of a bright room, relaxed confident pose, sitting comfortably with both feet down, right hand resting on the edge of the chair, looking straight into the camera. Long straight hair, with soft large waves, straight parting, hair falling freely over the shoulders and back, several strands falling on the face. Natural expressive makeup with soft eye definition and glossy pink lipstick. Light pink fitted ribbed sleeveless top, matching tailored trousers, and white ankle socks. Thin gold chain with a pendant. Clean smooth skin with a light glow

Prompt 4

Input
Input
Seedream 4.5
Seedream 4.5
GPT Image 2 Medium
GPT Image 2 Medium
Grok
Grok
Seedream V5 Lite
Seedream V5 Lite
Seedream V5 Pro
Seedream V5 Pro
View the exact prompt

A scene featuring the woman in the uploaded reference image (DO NOT TOUCH FACE). Cinematic night shot, waist up. A girl stands by the glass fence of a five-star hotel terrace in Yantarny overlooking the night sea. Appearance as per reference, flawless makeup. She wears a tight-fitting black dress made of thick matte velvet with long sleeves and a high collar. On her hands are massive gold bracelets over the sleeves. Her hair is a perfectly straight canvas, mirroring the light of street lamps. Lighting: a mix of cold moonlight and warm architectural lighting of the hotel. Skin: hyperrealism, pores and microrelief are visible. Mood: luxury, mystery, evening chic. portrait format.

Prompt 5

Input
Input
Seedream 4.5
Seedream 4.5
GPT Image 2 Medium
GPT Image 2 Medium
Grok
Grok
Seedream V5 Lite
Seedream V5 Lite
Seedream V5 Pro
Seedream V5 Pro
View the exact prompt

Highly detailed fashion portrait of the woman in the uploaded reference image (DO NOT TOUCH FACE) standing outdoors in a rural field. She wears a dark brown wide-brimmed cowboy hat with a small logo patch, a long-sleeve striped polo shirt in brown and white with white collar and placket, and white ruffled layered shorts. Pose: standing with hands on hips, body slightly angled, looking directly at the camera with a confident expression and slightly parted lips. Natural daylight with soft shadows, background shows wooden fence, dry grass and bare trees. Rich textures on the hat fabric, striped shirt and ruffled shorts, photorealistic skin details, exact same pose, outfit, angle and lighting as the reference image

Bottom line

All five models completed all five controlled prompts. The outputs are ready for direct visual comparison without the Mila/Lily input mix-up that invalidated the older rows.

No winner is assigned until the visual scoring is reviewed and approved. The images above are the evidence; model labels and output order come directly from the locked run manifest.

Run the same-input test on your character

Freeze one reference image, keep the prompt unchanged, and compare the outputs without changing characters between models.

Open Remix.Camera