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Image Generation

ImagineArt

Great at cinematic scene changes from one photo, but only moderately reliable at keeping the exact same face.

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3 reference photos tested6 outputs reviewedFree tier = 1 run/session

Beautiful scenes, middling identity lock

ImagineArt was strong at rendering polished, cinematic scenes from a single reference image, and it usually followed environment, outfit, and lighting instructions well. But character consistency topped out at moderate: the best matches came from clear frontal references, side-angle references lost finer traits like hair volume and brow shape, and the near-profile stress test failed to preserve the requested face angle. Across all six outputs, the tool also applied noticeable smoothing and beautification, which makes it better for stylized social visuals than exact identity preservation.

Download video: Demo video
Walkthrough of the ImagineArt workflow used in testing: upload one reference image, write a prompt, choose model, aspect ratio, and resolution, then generate on the free-tier Nano Banana model.

In-Depth Review

Our detailed analysis of ImagineArt — features, performance, and real-world testing.

AG
Anshika Gupta
AI Demos Team
Verified Review

Feature-by-Feature Breakdown

Identity preservation from one reference image
Moderate overall: strongest on frontal references and controlled scenes, weaker on angled inputs and larger scene shifts.
6/10
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Test Summary
Feature tested: Identity preservation from one reference image
Result: Partial (6/10) — Moderate overall: strongest on frontal references and controlled scenes, weaker on angled inputs and larger scene shifts.

Feature tested: Identity preservation from one reference image

Result: Partial (6/10)

Verdict: Moderate overall: strongest on frontal references and controlled scenes, weaker on angled inputs and larger scene shifts.

Expected behavior: This capability is about keeping the same person recognizable while changing scene, pose, outfit, and environment from one source photo. It was tested on a clear frontal portrait, a 60–70 degree side pose, and a near-profile occlusion stress input across six generated scenes.

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Frontal reference → cafe scene

Observed output: Output artifact (Image): From the frontal reference, ImagineArt produced a convincing cafe portrait that kept the subject generally recognizable, but it changed specific identity marker — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-warm-cafe.jpg

Input artifact: Input artifact (Text prompt): Frontal reference → cafe scene

Output artifact: Output artifact (Image): From the frontal reference, ImagineArt produced a convincing cafe portrait that kept the subject generally recognizable, but it changed specific identity marker — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-warm-cafe.jpg

What changed: Text prompt transformed into Image

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Frontal reference → desert riding scene

Observed output: Output artifact (Image): From the same frontal reference, the desert horse-riding image drifted noticeably in identity. Eye shape, nose structure, jawline, and overall facial proportion — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-horseride.jpg

Input artifact: Input artifact (Text prompt): Frontal reference → desert riding scene

Output artifact: Output artifact (Image): From the same frontal reference, the desert horse-riding image drifted noticeably in identity. Eye shape, nose structure, jawline, and overall facial proportion — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-horseride.jpg

What changed: Text prompt transformed into Image

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Frontal reference → interrogation scene

Observed output: Output artifact (Image): This was the closest facial match from the frontal reference. The eyes, nose, lips, and face shape stayed closest to the source image, and the harsher lighting — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-interrogation.jpg

Input artifact: Input artifact (Text prompt): Frontal reference → interrogation scene

Output artifact: Output artifact (Image): This was the closest facial match from the frontal reference. The eyes, nose, lips, and face shape stayed closest to the source image, and the harsher lighting — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-interrogation.jpg

What changed: Text prompt transformed into Image

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Angled reference → interrogation scene

Observed output: Output artifact (Image): Using the angled reference, ImagineArt kept the face shape, skin tone, expression, and general identity reasonably close in the interrogation-room scene. The ma — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input2-interrogation.jpg

Input artifact: Input artifact (Text prompt): Angled reference → interrogation scene

Output artifact: Output artifact (Image): Using the angled reference, ImagineArt kept the face shape, skin tone, expression, and general identity reasonably close in the interrogation-room scene. The ma — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input2-interrogation.jpg

What changed: Text prompt transformed into Image

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Angled reference → market scene

Observed output: Output artifact (Image): The market scene kept a similar overall look, but identity was softened by several recurring changes: the skin tone shifted lighter, visible texture and natural — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input2-market.jpg

Input artifact: Input artifact (Text prompt): Angled reference → market scene

Output artifact: Output artifact (Image): The market scene kept a similar overall look, but identity was softened by several recurring changes: the skin tone shifted lighter, visible texture and natural — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input2-market.jpg

What changed: Text prompt transformed into Image

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Near-profile stress test → rooftop scene

Observed output: Output artifact (Image): On the near-profile stress test, ImagineArt preserved the short dark curly hair better than any other tool in the research, but it failed the harder identity co — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input3-rooftop.png

Input artifact: Input artifact (Text prompt): Near-profile stress test → rooftop scene

Output artifact: Output artifact (Image): On the near-profile stress test, ImagineArt preserved the short dark curly hair better than any other tool in the research, but it failed the harder identity co — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input3-rooftop.png

What changed: Text prompt transformed into Image

Why it matters / Conclusion: Identity holds best when the reference is frontal and the scene is controlled. As pose difficulty, angle ambiguity, or cinematic transformation increases, the tool starts preserving a similar-looking person instead of the same exact character.

This capability is about keeping the same person recognizable while changing scene, pose, outfit, and environment from one source photo. It was tested on a clear frontal portrait, a 60–70 degree side pose, and a near-profile occlusion stress input across six generated scenes.

INPUT
Reference photo: a close-up frontal portrait of a young woman with long dark wavy hair, gold earrings, and a green pendant necklace in a bedroom setting. Prompted scene: warm cafe close-up with natural window light and a different outfit.
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image/jpeg
Output artifact for "Identity preservation from one reference image" test: From the frontal reference, ImagineArt produced a convincing cafe portrait that kept the subject generally recognizable, but it changed specific identity marker, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-warm-cafe.jpg

From the frontal reference, ImagineArt produced a convincing cafe portrait that kept the subject generally recognizable, but it changed specific identity markers. The darker eyes shifted brown, and the face was beautified with slightly different eye, nose, and lip proportions, so the result reads as a similar person rather than the exact same individual.

INPUT
Reference photo: the same frontal portrait. Prompted scene: woman riding a black horse through a desert at sunset with dynamic motion and a more intense mood.
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image/jpeg
Output artifact for "Identity preservation from one reference image" test: From the same frontal reference, the desert horse-riding image drifted noticeably in identity. Eye shape, nose structure, jawline, and overall facial proportion, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-horseride.jpg

From the same frontal reference, the desert horse-riding image drifted noticeably in identity. Eye shape, nose structure, jawline, and overall facial proportions all moved away from the source, making this one of the clearest face-consistency losses in the test despite the strong visual polish of the scene.

INPUT
Reference photo: the same frontal portrait. Prompted scene: harshly lit interrogation-room portrait with serious expression, formal clothing, tight-back hair, and a more controlled composition.
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image/jpeg
Output artifact for "Identity preservation from one reference image" test: This was the closest facial match from the frontal reference. The eyes, nose, lips, and face shape stayed closest to the source image, and the harsher lighting, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-interrogation.jpg

This was the closest facial match from the frontal reference. The eyes, nose, lips, and face shape stayed closest to the source image, and the harsher lighting reduced some of the tool's usual smoothing, making identity preservation stronger here than in the cafe or desert scenes.

INPUT
Reference photo: a dim, warm-toned portrait of a woman resting her chin on her hand, with the face shown at roughly a 60–70 degree side angle. Prompted scene: interrogation room with direct posture and overhead light.
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image/jpeg
Output artifact for "Identity preservation from one reference image" test: Using the angled reference, ImagineArt kept the face shape, skin tone, expression, and general identity reasonably close in the interrogation-room scene. The ma, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input2-interrogation.jpg

Using the angled reference, ImagineArt kept the face shape, skin tone, expression, and general identity reasonably close in the interrogation-room scene. The main losses were in finer traits rather than the full face: the dense curly hair became much flatter, and the eyebrows appeared shorter and slightly uneven compared with the reference.

INPUT
Reference photo: the same dim, angled indoor portrait. Prompted scene: crowded street market with a different outfit, busier environment, and more visible body framing.
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image/jpeg
Output artifact for "Identity preservation from one reference image" test: The market scene kept a similar overall look, but identity was softened by several recurring changes: the skin tone shifted lighter, visible texture and natural, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input2-market.jpg

The market scene kept a similar overall look, but identity was softened by several recurring changes: the skin tone shifted lighter, visible texture and natural marks were smoothed away, and the lips looked less full and more evenly colored. The subject remained recognizable, but the output was a cleaned-up approximation rather than a faithful preservation.

INPUT
Reference photo: a near-profile outdoor portrait with the face turned around 80–90 degrees and one eye partially occluded. Prompted scene: rooftop golden-hour image with long sleeves, balanced raised arms, and preservation of the harder side-angle identity.
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image/png
Output artifact for "Identity preservation from one reference image" test: On the near-profile stress test, ImagineArt preserved the short dark curly hair better than any other tool in the research, but it failed the harder identity co, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input3-rooftop.png

On the near-profile stress test, ImagineArt preserved the short dark curly hair better than any other tool in the research, but it failed the harder identity condition. The face turned more frontal than requested, so the original near-profile and partial-occlusion setup was not maintained, which limits trust in the tool for difficult angle preservation.

Bottom Line
Identity holds best when the reference is frontal and the scene is controlled. As pose difficulty, angle ambiguity, or cinematic transformation increases, the tool starts preserving a similar-looking person instead of the same exact character.
Prompted scene and pose generation
Usually nails the setting and overall mood, but can miss exact pose, framing, and expression details.
8/10
▾
Test Summary
Feature tested: Prompted scene and pose generation
Result: Passed (8/10) — Usually nails the setting and overall mood, but can miss exact pose, framing, and expression details.

Feature tested: Prompted scene and pose generation

Result: Passed (8/10)

Verdict: Usually nails the setting and overall mood, but can miss exact pose, framing, and expression details.

Expected behavior: ImagineArt can turn a reference image plus prompt into a new environment with changed outfit, lighting, pose, and composition. This was tested across cafe, desert horse-riding, interrogation-room, market, and rooftop scenarios.

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Cafe scene prompt

Observed output: Output artifact (Image): Scene compliance was strong in the cafe test. ImagineArt correctly rendered the warm cafe environment, soft window lighting, seated pose, hairstyle adaptation, — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-warm-cafe.jpg

Input artifact: Input artifact (Text prompt): Cafe scene prompt

Output artifact: Output artifact (Image): Scene compliance was strong in the cafe test. ImagineArt correctly rendered the warm cafe environment, soft window lighting, seated pose, hairstyle adaptation, — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-warm-cafe.jpg

What changed: Text prompt transformed into Image

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Desert riding prompt

Observed output: Output artifact (Image): ImagineArt followed the desert-riding prompt well on most scene elements: it delivered the black horse, sandy environment, riding outfit, trailing scarf, braid, — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-horseride.jpg

Input artifact: Input artifact (Text prompt): Desert riding prompt

Output artifact: Output artifact (Image): ImagineArt followed the desert-riding prompt well on most scene elements: it delivered the black horse, sandy environment, riding outfit, trailing scarf, braid, — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-horseride.jpg

What changed: Text prompt transformed into Image

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Interrogation-room prompt

Observed output: Output artifact (Image): The interrogation-room prompt was followed well overall. Harsh overhead lighting, serious expression, formal wardrobe cues, tight-back hair, and the stark room — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-interrogation.jpg

Input artifact: Input artifact (Text prompt): Interrogation-room prompt

Output artifact: Output artifact (Image): The interrogation-room prompt was followed well overall. Harsh overhead lighting, serious expression, formal wardrobe cues, tight-back hair, and the stark room — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-interrogation.jpg

What changed: Text prompt transformed into Image

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Market scene prompt

Observed output: Output artifact (Image): The market scene was rendered convincingly. ImagineArt produced a realistic crowded market with colorful fabrics, surrounding people, and a clear outfit change, — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input2-market.jpg

Input artifact: Input artifact (Text prompt): Market scene prompt

Output artifact: Output artifact (Image): The market scene was rendered convincingly. ImagineArt produced a realistic crowded market with colorful fabrics, surrounding people, and a clear outfit change, — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input2-market.jpg

What changed: Text prompt transformed into Image

Test case: Text prompt → Image

Input type: Text prompt

Input used: Input artifact (Text prompt): Rooftop golden-hour prompt

Observed output: Output artifact (Image): The rooftop scene partially followed the prompt. ImagineArt rendered a detailed city skyline, full-body composition, and the general idea of raised arms, but it — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input3-rooftop.png

Input artifact: Input artifact (Text prompt): Rooftop golden-hour prompt

Output artifact: Output artifact (Image): The rooftop scene partially followed the prompt. ImagineArt rendered a detailed city skyline, full-body composition, and the general idea of raised arms, but it — best-ai-tools-to-generate-consistent-characters-ac-imagineart-input3-rooftop.png

What changed: Text prompt transformed into Image

Why it matters / Conclusion: Scene generation is one of ImagineArt's strengths. It is good at building the requested world around the character, but less reliable when the prompt depends on exact pose geometry, body symmetry, or emotional intensity.

ImagineArt can turn a reference image plus prompt into a new environment with changed outfit, lighting, pose, and composition. This was tested across cafe, desert horse-riding, interrogation-room, market, and rooftop scenarios.

INPUT
Using the same woman from previous scenes, generate a cozy luxury lifestyle photography scene inside a warm aesthetic café during golden hour while preserving her exact facial identity with absolute consistency. Her freckles, skin pores, almond-shaped eyes, jawline, lips, eyebrows, nose structure, and all natural facial details must remain completely unchanged from all previous scenes. Do not alter facial proportions or make her look like a different person. She is sitting beside a large café window with warm sunlight softly falling on her face. The environment includes wooden interiors, blurred café background, soft depth of field, warm coffee tones, and peaceful cinematic atmosphere. She wears a cream oversized sweater with a loose braided hairstyle and soft natural makeup. Her expression should now feel calm, peaceful, and emotionally relaxed with a soft genuine smile. IMPORTANT: do not repeat previous face alignment or pose. Her face should now appear in a close-up semi-profile angle while lightly resting her chin on one hand and looking outside the window instead of directly at the camera. The face movement, smile intensity, and eye direction should naturally match the peaceful mood while fully preserving her identity. Use close-up portrait framing with shallow depth of field, soft golden-hour lighting, realistic skin texture, cinematic bokeh, detailed eyes, soft natural shadows, premium luxury lifestyle photography aesthetic, and emotionally immersive storytelling realism
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image/jpeg
Output artifact for "Prompted scene and pose generation" test: Scene compliance was strong in the cafe test. ImagineArt correctly rendered the warm cafe environment, soft window lighting, seated pose, hairstyle adaptation,, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-warm-cafe.jpg

Scene compliance was strong in the cafe test. ImagineArt correctly rendered the warm cafe environment, soft window lighting, seated pose, hairstyle adaptation, and clothing change, and the sunlight across the face looked natural and cinematic.

INPUT
Using the same character identity from all previous scenes, generate an epic cinematic desert finale at sunset while maintaining her exact facial identity with complete consistency and zero identity drift. Her eyes, freckles, skin texture, face shape, jawline, lips, eyebrows, and natural imperfections must remain identical to earlier scenes despite dramatic action, motion, and environmental complexity. She is riding a powerful black horse across a vast desert landscape filled with blowing sand, dramatic clouds, dusty wind, and golden sunset atmosphere. She wears a dark vintage royal riding outfit with leather gloves, high boots, flowing scarf, and detailed belt accessories. Her hair is partially braided with loose strands aggressively flowing in the wind. Her facial expression should now feel intense, fearless, and determined. IMPORTANT: the face angle and motion must significantly differ from previous scenes while still preserving exact identity. Her head should be slightly tilted downward in a strong cinematic action pose while her eyes focus intensely ahead. The expression, face tension, and movement should naturally match the horse-riding action instead of looking static or copied from the reference image. Use a dramatic low-angle cinematic action shot with dynamic horse motion, realistic dust particles, golden sunset backlighting, powerful shadows, realistic movement physics, cinematic atmosphere, Hollywood-style color grading, detailed textures, and ultra-realistic storytelling composition
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image/jpeg
Output artifact for "Prompted scene and pose generation" test: ImagineArt followed the desert-riding prompt well on most scene elements: it delivered the black horse, sandy environment, riding outfit, trailing scarf, braid,, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-horseride.jpg

ImagineArt followed the desert-riding prompt well on most scene elements: it delivered the black horse, sandy environment, riding outfit, trailing scarf, braid, and dynamic motion. The main miss was emotional direction, because the face looked composed and neutral instead of intense or determined.

INPUT
Using the provided reference image of this woman, generate a stark clinical close-up portrait under harsh direct overhead fluorescent lighting inside a bare interior — a plain government office, hospital waiting area, or interrogation-style room — while maintaining her exact facial identity with zero beautification and zero identity drift. This is a deliberate stress test of identity preservation under maximum unflattering pressure. Her bindi mark, curly hair texture, strong brows, full lips, warm medium-brown skin tone, natural skin pores, under-eye texture, natural facial asymmetry, jawline, and every natural imperfection must remain completely exposed and unchanged. The harsh overhead light must create hard shadows beneath her nose, lower lip, cheekbones, and chin. Do not soften, smooth, lighten, glamorize, or retouch any feature. This scene must reveal more facial detail than the reference image — not less. The bindi must remain correctly placed and clearly visible under the harsh light. IMPORTANT — ATTIRE: She wears a plain deep navy blue full-sleeve formal shirt, top button fastened, tucked into straight dark grey trousers. No accessories, no jewelry, no dupatta. Completely plain and institutional — nothing from the reference image's floral printed dress carries over. IMPORTANT — HAIRSTYLE: Her curly hair is pulled back tightly into a very low compressed bun at the nape of the neck — slicked back with visible effort, with only a few stubborn short curls escaping near the temples that refused to be tamed. This is a deliberate contrast to the reference image's loose updo — tighter, more severe, institutional. IMPORTANT — FACE ORIENTATION: Full direct frontal — face completely facing the camera at zero degrees. Both eyes fully visible, symmetry fully exposed. This is the opposite of the reference image's upward tilt and the previous scene's near-profile. A full frontal under harsh light is the hardest test of identity — every feature is exposed simultaneously with no angle to hide behind. IMPORTANT — EXPRESSION: She is visibly angry and guarded — jaw slightly tightened, lips pressed together firmly, brows pulled slightly inward, eyes making sharp direct contact with the camera with zero warmth. This is completely different from the calm contemplative expression in the reference image and the open laugh in Scene 4. The anger must feel suppressed and controlled — not a shout, but the kind of quiet fury that is more unsettling. This expression must reshape her lip tension, brow position, and eye intensity while preserving her complete underlying identity. Output must be from head to mid-thigh — showing her full upper body, the complete shirt and trouser combination, and both hands resting flat on a plain metal table in front of her. The table surface should show a faint reflection of the overhead fluorescent light. The background is a plain off-white institutional wall with no decoration. Use flat direct overhead fluorescent lighting as the single light source, no fill light, no reflector softening, sharp focus across the entire frame from hands to face, no depth of field blur, no color grading, clinical white-blue light color temperature, and maximum photorealistic detail. This is the scene that will expose whether a tool truly preserves identity or merely approximates it
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image/jpeg
Output artifact for "Prompted scene and pose generation" test: The interrogation-room prompt was followed well overall. Harsh overhead lighting, serious expression, formal wardrobe cues, tight-back hair, and the stark room, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input1-interrogation.jpg

The interrogation-room prompt was followed well overall. Harsh overhead lighting, serious expression, formal wardrobe cues, tight-back hair, and the stark room setup all appeared correctly, but the framing came out tighter than requested, so less body was visible than specified.

INPUT
Using the provided reference image of this woman, generate a hyper-realistic street photography scene inside a bustling outdoor market during harsh midday sun while preserving her exact facial identity with absolute consistency. Her bindi mark, curly hair texture, strong defined brows, full lips, warm medium-brown skin tone, natural skin texture, face shape, jawline, nose structure, and all natural facial details must remain completely unchanged. Do not beautify, smoothen, lighten her skin tone, retouch, symmetrize, or alter her identity in any way. The bindi must remain visible and correctly placed on the forehead in every output. IMPORTANT — ATTIRE: She wears a bright handloom cotton saree in deep mustard-yellow with a contrasting red blouse, draped casually and slightly imperfectly as if worn for a long day of walking. The saree has a natural crumple texture. She carries a large jute tote bag on one shoulder overflowing with vegetables and cloth. No jewelry except small gold studs. This attire must be completely different from the floral printed dress visible in the reference image. IMPORTANT — HAIRSTYLE: Her curly hair is now loosely tied in a low side bun with several short curly strands escaping around her face and neck due to heat and movement. This is distinctly different from the tight updo in the reference image — messier, more lived-in, with visible curl texture throughout. IMPORTANT — FACE ORIENTATION: Her head is turned at a sharp 65–70 degree angle toward the left, looking at a market stall off-frame. This is significantly different from the upward-tilted near-frontal angle of the reference image. Only her right eye and partial nose bridge are clearly visible to the camera. Her left eye is partially hidden by the face turn. Maintain complete identity consistency despite this near-profile orientation. IMPORTANT — EXPRESSION: She is laughing openly and genuinely — teeth visible, eyes crinkled at the corners, cheeks slightly raised — as if reacting to something funny said by a vendor. This expression must feel spontaneous and unposed, completely different from the calm contemplative expression in the reference image. The laugh must distort her facial geometry naturally — lip shape changes, cheek fullness increases — while still preserving her underlying identity. The scene shows her surrounded by a dense crowd of blurred figures, colorful market stalls with hanging fabrics and spices in background, harsh overhead natural sunlight creating strong shadows under her nose and cheekbones, realistic sweat texture on skin, authentic dust and motion in background. Shot is full body from head to below knees showing the complete saree drape and her movement mid-stride through the market. Use handheld documentary street photography style, natural unfiltered daylight, no cinematic grading, no soft bokeh, sharp focus on her face and upper body with realistic crowd blur behind, authentic South Asian street market atmosphere, and raw realistic proportions. This scene should feel like a real photograph taken by a journalist — not a fashion shoot.
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image/jpeg
Output artifact for "Prompted scene and pose generation" test: The market scene was rendered convincingly. ImagineArt produced a realistic crowded market with colorful fabrics, surrounding people, and a clear outfit change,, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input2-market.jpg

The market scene was rendered convincingly. ImagineArt produced a realistic crowded market with colorful fabrics, surrounding people, and a clear outfit change, showing strong control over environment and atmosphere.

INPUT
A young woman standing on a rooftop at golden hour, full body visible, face turned in near-profile toward the horizon with one eye partially hidden by hair, arms loosely raised at shoulder height as if feeling the open wind, wearing a fitted dark turtleneck and wide-leg beige trousers, warm amber-orange sunlight falling across the visible side of her face and casting a soft shadow on the other, short dark wavy hair catching the light, city skyline with soft bokeh buildings in the distant background, feet slightly apart grounded stance, cinematic photography style, natural film grain, no filters
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image/png
Output artifact for "Prompted scene and pose generation" test: The rooftop scene partially followed the prompt. ImagineArt rendered a detailed city skyline, full-body composition, and the general idea of raised arms, but it, best-ai-tools-to-generate-consistent-characters-ac-imagineart-input3-rooftop.png

The rooftop scene partially followed the prompt. ImagineArt rendered a detailed city skyline, full-body composition, and the general idea of raised arms, but it missed several specifics: the face was more frontal than requested, the black turtleneck became shorter-sleeved, the arms were uneven rather than balanced at shoulder height, and the golden-hour warmth was only partially captured.

Bottom Line
Scene generation is one of ImagineArt's strengths. It is good at building the requested world around the character, but less reliable when the prompt depends on exact pose geometry, body symmetry, or emotional intensity.
Warm café close-up from a frontal portrait
Strong scene match, but only moderate identity preservation.
▾
Test Summary
Feature tested: Warm café close-up from a frontal portrait
Result: Partial — Strong scene match, but only moderate identity preservation.

Feature tested: Warm café close-up from a frontal portrait

Result: Partial

Verdict: Strong scene match, but only moderate identity preservation.

Expected behavior: Tested whether ImagineArt could take a clear frontal selfie reference and place the same person in a warm café close-up with cinematic window light, matching the requested outfit, pose, and mood.

Test case: Image → Image

Input type: Image

Input used: Input artifact (Image): Primary reference image: a clear frontal portrait selfie of a young woman with long dark wavy hair, visible eyes and forehead, earrings, and a green pendant nec — imagineart-portrait-selfie-young-woman-indoor.png

Observed output: Output artifact (Image): ImagineArt followed the café prompt well, producing the requested warm environment, window lighting, outfit, and hairstyle with a natural cinematic look and no — imagineart-generated-warm-cafe-portrait-smiling-woman.jpg

Input artifact: Input artifact (Image): Primary reference image: a clear frontal portrait selfie of a young woman with long dark wavy hair, visible eyes and forehead, earrings, and a green pendant nec — imagineart-portrait-selfie-young-woman-indoor.png

Output artifact: Output artifact (Image): ImagineArt followed the café prompt well, producing the requested warm environment, window lighting, outfit, and hairstyle with a natural cinematic look and no — imagineart-generated-warm-cafe-portrait-smiling-woman.jpg

What changed: Image transformed into Image

Why it matters / Conclusion: Good for attractive lifestyle-style variations, but not for exact face preservation.

Tested whether ImagineArt could take a clear frontal selfie reference and place the same person in a warm café close-up with cinematic window light, matching the requested outfit, pose, and mood.

image
Input artifact for "Warm café close-up from a frontal portrait" test: Primary reference image: a clear frontal portrait selfie of a young woman with long dark wavy hair, visible eyes and forehead, earrings, and a green pendant nec, imagineart-portrait-selfie-young-woman-indoor.png

Primary reference image: a clear frontal portrait selfie of a young woman with long dark wavy hair, visible eyes and forehead, earrings, and a green pendant necklace.

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image
Output artifact for "Warm café close-up from a frontal portrait" test: ImagineArt followed the café prompt well, producing the requested warm environment, window lighting, outfit, and hairstyle with a natural cinematic look and no, imagineart-generated-warm-cafe-portrait-smiling-woman.jpg

ImagineArt followed the café prompt well, producing the requested warm environment, window lighting, outfit, and hairstyle with a natural cinematic look and no visible distortion. Identity preservation was only moderate: the output looked like a similar person rather than the exact same individual, the eye color shifted from black in the reference to brown in the result, and the facial proportions were beautified so the eyes, nose, and lips looked slightly altered.

Bottom Line
Good for attractive lifestyle-style variations, but not for exact face preservation.
Action-scene consistency in a desert horse ride
Scene quality stayed strong, but identity drift was clear.
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Test Summary
Feature tested: Action-scene consistency in a desert horse ride
Result: Failed — Scene quality stayed strong, but identity drift was clear.

Feature tested: Action-scene consistency in a desert horse ride

Result: Failed

Verdict: Scene quality stayed strong, but identity drift was clear.

Expected behavior: Tested whether the same frontal reference could hold identity in a much harder transformation: a dynamic desert horse-riding scene with motion, outfit changes, and a more intense expression.

Test case: Image → Image

Input type: Image

Input used: Input artifact (Image): Primary reference image: a clear frontal portrait selfie of a young woman with long dark wavy hair, visible facial features, and even visibility across the face — imagineart-portrait-selfie-young-woman-indoor.png

Observed output: Output artifact (Image): ImagineArt rendered the requested action scene convincingly, including the black horse, desert setting, riding outfit, scarf, braided hair, and strong cinematic — imagineart-woman-horse-desert-sunset-action.jpg

Input artifact: Input artifact (Image): Primary reference image: a clear frontal portrait selfie of a young woman with long dark wavy hair, visible facial features, and even visibility across the face — imagineart-portrait-selfie-young-woman-indoor.png

Output artifact: Output artifact (Image): ImagineArt rendered the requested action scene convincingly, including the black horse, desert setting, riding outfit, scarf, braided hair, and strong cinematic — imagineart-woman-horse-desert-sunset-action.jpg

What changed: Image transformed into Image

Why it matters / Conclusion: ImagineArt can stage dramatic action scenes, but it struggled to keep the same person recognizable here.

Tested whether the same frontal reference could hold identity in a much harder transformation: a dynamic desert horse-riding scene with motion, outfit changes, and a more intense expression.

image
Input artifact for "Action-scene consistency in a desert horse ride" test: Primary reference image: a clear frontal portrait selfie of a young woman with long dark wavy hair, visible facial features, and even visibility across the face, imagineart-portrait-selfie-young-woman-indoor.png

Primary reference image: a clear frontal portrait selfie of a young woman with long dark wavy hair, visible facial features, and even visibility across the face.

↓
image
Output artifact for "Action-scene consistency in a desert horse ride" test: ImagineArt rendered the requested action scene convincingly, including the black horse, desert setting, riding outfit, scarf, braided hair, and strong cinematic, imagineart-woman-horse-desert-sunset-action.jpg

ImagineArt rendered the requested action scene convincingly, including the black horse, desert setting, riding outfit, scarf, braided hair, and strong cinematic realism. However, identity drift was significant: the eye shape, nose structure, jawline, and overall facial proportions no longer matched the reference closely. It also missed the requested emotional tone, producing a neutral, composed face instead of the intended intense, determined sports-like expression.

Bottom Line
ImagineArt can stage dramatic action scenes, but it struggled to keep the same person recognizable here.
Harsh-light interrogation scene from a frontal reference
Best identity result from the frontal reference set.
▾
Test Summary
Feature tested: Harsh-light interrogation scene from a frontal reference
Result: Passed — Best identity result from the frontal reference set.

Feature tested: Harsh-light interrogation scene from a frontal reference

Result: Passed

Verdict: Best identity result from the frontal reference set.

Expected behavior: Tested whether a controlled interrogation-room prompt with harsh overhead lighting and a plain environment would preserve identity better than more stylized scenes from the same frontal reference.

Test case: Image → Image

Input type: Image

Input used: Input artifact (Image): Primary reference image: a full frontal portrait with the face clearly visible, making it the strongest identity-lock test case. — imagineart-portrait-selfie-young-woman-indoor.png

Observed output: Output artifact (Image): This was the strongest identity match from the Input 1 tests. The eyes, nose, lips, and face shape stayed closest to the reference, while the tool also followed — imagineart-interrogation-room-stern-leaning-forward.jpg

Input artifact: Input artifact (Image): Primary reference image: a full frontal portrait with the face clearly visible, making it the strongest identity-lock test case. — imagineart-portrait-selfie-young-woman-indoor.png

Output artifact: Output artifact (Image): This was the strongest identity match from the Input 1 tests. The eyes, nose, lips, and face shape stayed closest to the reference, while the tool also followed — imagineart-interrogation-room-stern-leaning-forward.jpg

What changed: Image transformed into Image

Why it matters / Conclusion: When the prompt is more controlled and the reference is frontal, ImagineArt can get reasonably close to the original identity.

Tested whether a controlled interrogation-room prompt with harsh overhead lighting and a plain environment would preserve identity better than more stylized scenes from the same frontal reference.

image
Input artifact for "Harsh-light interrogation scene from a frontal reference" test: Primary reference image: a full frontal portrait with the face clearly visible, making it the strongest identity-lock test case., imagineart-portrait-selfie-young-woman-indoor.png

Primary reference image: a full frontal portrait with the face clearly visible, making it the strongest identity-lock test case.

↓
image
Output artifact for "Harsh-light interrogation scene from a frontal reference" test: This was the strongest identity match from the Input 1 tests. The eyes, nose, lips, and face shape stayed closest to the reference, while the tool also followed, imagineart-interrogation-room-stern-leaning-forward.jpg

This was the strongest identity match from the Input 1 tests. The eyes, nose, lips, and face shape stayed closest to the reference, while the tool also followed the prompt well with harsh overhead lighting, a serious expression, formal clothing, tightly pulled-back hair, and a bindi. The harsher lighting also revealed more skin texture than the other Input 1 scenes, reducing the usual smoothing effect. The main miss was framing: less of the body was visible than the prompt specified.

Bottom Line
When the prompt is more controlled and the reference is frontal, ImagineArt can get reasonably close to the original identity.
Side-pose reference preservation in an interrogation room
A strong result overall, though finer hair and brow details were lost.
▾
Test Summary
Feature tested: Side-pose reference preservation in an interrogation room
Result: Passed — A strong result overall, though finer hair and brow details were lost.

Feature tested: Side-pose reference preservation in an interrogation room

Result: Passed

Verdict: A strong result overall, though finer hair and brow details were lost.

Expected behavior: Tested whether ImagineArt could preserve a person from a 60 to 70 degree side-pose reference in the same interrogation-room setup, isolating the effect of reference angle while keeping the prompt type similar.

Test case: Image → Image

Input type: Image

Input used: Input artifact (Image): Secondary reference image: a warm, dimly lit portrait of a woman in a side pose with only part of the face fully visible and some skin tone and texture softened — imagineart-warm-cafe-portrait-woman-hand-on-chin.png

Observed output: Output artifact (Image): ImagineArt handled this side-angle reference fairly well. The output kept the face shape, skin tone, expression, posture, clothing, lighting, and interrogation- — imagineart-interrogation-room-standing-hands-on-table.jpg

Input artifact: Input artifact (Image): Secondary reference image: a warm, dimly lit portrait of a woman in a side pose with only part of the face fully visible and some skin tone and texture softened — imagineart-warm-cafe-portrait-woman-hand-on-chin.png

Output artifact: Output artifact (Image): ImagineArt handled this side-angle reference fairly well. The output kept the face shape, skin tone, expression, posture, clothing, lighting, and interrogation- — imagineart-interrogation-room-standing-hands-on-table.jpg

What changed: Image transformed into Image

Why it matters / Conclusion: A side-pose reference can still work, but detail retention drops even when the face remains reasonably recognizable.

Tested whether ImagineArt could preserve a person from a 60 to 70 degree side-pose reference in the same interrogation-room setup, isolating the effect of reference angle while keeping the prompt type similar.

image
Input artifact for "Side-pose reference preservation in an interrogation room" test: Secondary reference image: a warm, dimly lit portrait of a woman in a side pose with only part of the face fully visible and some skin tone and texture softened, imagineart-warm-cafe-portrait-woman-hand-on-chin.png

Secondary reference image: a warm, dimly lit portrait of a woman in a side pose with only part of the face fully visible and some skin tone and texture softened by lighting.

↓
image
Output artifact for "Side-pose reference preservation in an interrogation room" test: ImagineArt handled this side-angle reference fairly well. The output kept the face shape, skin tone, expression, posture, clothing, lighting, and interrogation-, imagineart-interrogation-room-standing-hands-on-table.jpg

ImagineArt handled this side-angle reference fairly well. The output kept the face shape, skin tone, expression, posture, clothing, lighting, and interrogation-room environment close to the reference and prompt. Identity preservation was good rather than exact, with the main losses showing up in finer details: the dense curly hair from the reference was flattened with much less volume, and the eyebrows appeared shorter and slightly uneven compared with the source image.

Bottom Line
A side-pose reference can still work, but detail retention drops even when the face remains reasonably recognizable.
Skin-tone and texture retention in a crowded street market scene
Prompt execution was strong, but smoothing and tone shifts weakened identity fidelity.
▾
Test Summary
Feature tested: Skin-tone and texture retention in a crowded street market scene
Result: Partial — Prompt execution was strong, but smoothing and tone shifts weakened identity fidelity.

Feature tested: Skin-tone and texture retention in a crowded street market scene

Result: Partial

Verdict: Prompt execution was strong, but smoothing and tone shifts weakened identity fidelity.

Expected behavior: Tested whether the same side-pose reference could stay recognizable in a busier outdoor market scene while preserving natural skin tone, facial texture, and overall likeness.

Test case: Image → Image

Input type: Image

Input used: Input artifact (Image): Secondary reference image: a woman in a warm side-angle portrait with darker skin tone, visible natural texture, and fuller lips with visible natural pigmentati — imagineart-warm-cafe-portrait-woman-hand-on-chin.png

Observed output: Output artifact (Image): ImagineArt produced a realistic market scene and followed the prompt well, keeping the overall appearance and curly hair reasonably close to the reference. Iden — imagineart-busy-market-woman-yellow-sari.jpg

Input artifact: Input artifact (Image): Secondary reference image: a woman in a warm side-angle portrait with darker skin tone, visible natural texture, and fuller lips with visible natural pigmentati — imagineart-warm-cafe-portrait-woman-hand-on-chin.png

Output artifact: Output artifact (Image): ImagineArt produced a realistic market scene and followed the prompt well, keeping the overall appearance and curly hair reasonably close to the reference. Iden — imagineart-busy-market-woman-yellow-sari.jpg

What changed: Image transformed into Image

Why it matters / Conclusion: The scene looked publishable, but the person was visibly beautified rather than faithfully preserved.

Tested whether the same side-pose reference could stay recognizable in a busier outdoor market scene while preserving natural skin tone, facial texture, and overall likeness.

image
Input artifact for "Skin-tone and texture retention in a crowded street market scene" test: Secondary reference image: a woman in a warm side-angle portrait with darker skin tone, visible natural texture, and fuller lips with visible natural pigmentati, imagineart-warm-cafe-portrait-woman-hand-on-chin.png

Secondary reference image: a woman in a warm side-angle portrait with darker skin tone, visible natural texture, and fuller lips with visible natural pigmentation.

↓
image
Output artifact for "Skin-tone and texture retention in a crowded street market scene" test: ImagineArt produced a realistic market scene and followed the prompt well, keeping the overall appearance and curly hair reasonably close to the reference. Iden, imagineart-busy-market-woman-yellow-sari.jpg

ImagineArt produced a realistic market scene and followed the prompt well, keeping the overall appearance and curly hair reasonably close to the reference. Identity preservation was only moderate because several specific features changed: the skin tone shifted lighter than the darker reference image, natural skin marks, pores, and scars were smoothed away, and the lips became less full and more evenly colored, losing the natural pigmentation visible in the input. This matched the broader beautification pattern seen across the tool.

Bottom Line
The scene looked publishable, but the person was visibly beautified rather than faithfully preserved.
Near-profile stress test on a rooftop pose
Best hair retention in this scenario, but the core near-profile stress condition failed.
▾
Test Summary
Feature tested: Near-profile stress test on a rooftop pose
Result: Failed — Best hair retention in this scenario, but the core near-profile stress condition failed.

Feature tested: Near-profile stress test on a rooftop pose

Result: Failed

Verdict: Best hair retention in this scenario, but the core near-profile stress condition failed.

Expected behavior: Tested whether ImagineArt could keep a near-profile, partially occluded face consistent while generating a full-body rooftop golden-hour pose with raised arms, long sleeves, and a detailed city background.

Test case: Image → Image

Input type: Image

Input used: Input artifact (Image): Stress-test reference image: a near-profile portrait with the face turned roughly 80 to 90 degrees, one eye partly occluded, short dark wavy hair, and a moody c — imagineart-side-profile-portrait-teal-background.png

Observed output: Output artifact (Image): ImagineArt created a detailed rooftop scene with a strong city skyline, a full-body composition, raised arms, and no visible distortion in the body or face. It — imagineart-rooftop-fashion-portrait-sunset-skyline.png

Input artifact: Input artifact (Image): Stress-test reference image: a near-profile portrait with the face turned roughly 80 to 90 degrees, one eye partly occluded, short dark wavy hair, and a moody c — imagineart-side-profile-portrait-teal-background.png

Output artifact: Output artifact (Image): ImagineArt created a detailed rooftop scene with a strong city skyline, a full-body composition, raised arms, and no visible distortion in the body or face. It — imagineart-rooftop-fashion-portrait-sunset-skyline.png

What changed: Image transformed into Image

Why it matters / Conclusion: ImagineArt handled hair and background detail well here, but it did not preserve the difficult face angle that made this a meaningful consistency test.

Tested whether ImagineArt could keep a near-profile, partially occluded face consistent while generating a full-body rooftop golden-hour pose with raised arms, long sleeves, and a detailed city background.

image
Input artifact for "Near-profile stress test on a rooftop pose" test: Stress-test reference image: a near-profile portrait with the face turned roughly 80 to 90 degrees, one eye partly occluded, short dark wavy hair, and a moody c, imagineart-side-profile-portrait-teal-background.png

Stress-test reference image: a near-profile portrait with the face turned roughly 80 to 90 degrees, one eye partly occluded, short dark wavy hair, and a moody close-up composition.

↓
image
Output artifact for "Near-profile stress test on a rooftop pose" test: ImagineArt created a detailed rooftop scene with a strong city skyline, a full-body composition, raised arms, and no visible distortion in the body or face. It, imagineart-rooftop-fashion-portrait-sunset-skyline.png

ImagineArt created a detailed rooftop scene with a strong city skyline, a full-body composition, raised arms, and no visible distortion in the body or face. It also preserved the short dark curly hair unusually well; this was noted as the best hair-texture retention among the five tools tested on this rooftop scenario. But the main stress condition failed: the face became more frontal instead of staying near-profile, so the occlusion challenge was not actually preserved. Prompt accuracy was also partial because the black turtleneck became shorter-sleeved, one arm was raised higher than the other instead of both being balanced at shoulder height, and the golden-hour warmth was only partially captured.

Bottom Line
ImagineArt handled hair and background detail well here, but it did not preserve the difficult face angle that made this a meaningful consistency test.

Pricing & Access

Basic
₹1,213/month
3K credits/month Up to ~600 image generations/month Up to ~97 video generations/month Access to all basic models Includes GPT and Gemini models Best for beginners and casual users
Standard
₹2,646/month
8K credits/month Up to ~1.6K image generations/month Up to ~265 video generations/month Access to basic + premium models Includes GPT and Gemini models Suitable for growing creators and regular usage
Ultimate
₹4,410/month
16K credits/month Up to ~3.2K image generations/month Up to ~530 video generations/month Access to basic + premium models Includes GPT and Gemini models Best for professional creators and heavy usage Marked as "Most Popular"
Creator
₹22,049/month
100K credits/month Up to ~20K image generations/month Up to ~3.3K video generations/month Access to basic + premium models Includes GPT and Gemini models Designed for teams, agencies, and power users Marked as "Special Offer"

Pricing, credits, and generation limits are subject to change. Check the official ImagineArt pricing page for the latest details.

Is This Right For You?

A side-by-side guide based on our hands-on testing.

✓ Use This If
●You want cinematic, prompt-following scene generation from a single reference image.
●Your reference photo is clear and mostly frontal, where ImagineArt showed its best identity retention.
●You can tolerate beautification and skin smoothing in exchange for polished-looking outputs.
●You only need a small number of one-off images or you're willing to pay for credits beyond the free tier.
✕ Skip This If
●You need exact face preservation across multiple scenes with minimal drift.
●Your source image is side-angle, near-profile, or partially occluded, because performance dropped on harder angles.
●You need faithful preservation of skin tone, texture, hair volume, scars, or other natural facial details.
●You plan to iterate heavily on the free tier, since 100 credits with 80 credits per generation is effectively one run per session.

Use-case track record

Scores reported in this character-consistency test

#4
Best AI Tools to Generate Consistent Characters Across Different Scenes and Poses
ImagineArt followed prompts well and kept hair texture better than most on the rooftop scene, but identity drift, beautification, and a highly restrictive free tier limited its practical value. Overall score: 6.5/10.
Image GenerationArt & Illustration GeneratorimageCreatorsMarketing
Partially. In this test, identity preservation scored 6/10 overall. The best result came from the frontal-reference interrogation scene, where the eyes, nose, lips, and face shape stayed closest to the source. Other scenes were less reliable: the cafe image changed eye color and facial proportions, the desert horse-riding scene showed clear facial drift, and the market scene lightened skin tone and removed natural texture.
Yes. The tool performed best with the clear frontal reference image. With the 60–70 degree side-angle reference, it still kept the face reasonably close in the interrogation scene, but it lost hair volume and brow detail. With the near-profile stress-test reference, it failed to preserve the requested face angle and made the face more frontal than the source.
Yes. Over-smoothing and beautification appeared across every tested output and was identified as a tool-level behavior rather than a scene-specific issue. In practice, this meant lighter-looking skin in some outputs, removal of visible pores or marks, flatter texture, and slightly idealized facial proportions.
Prompt adherence was one of its stronger areas and scored 8/10 overall. It rendered cafe, desert, interrogation-room, market, and rooftop environments convincingly, and it usually followed outfit and lighting direction well. The main misses were on finer details like expression intensity in the horse-riding scene, tighter-than-requested framing in one interrogation scene, and arm symmetry, sleeve length, face angle, and lighting precision in the rooftop test.
Not reliably in this test. The near-profile stress input was designed to check whether the tool could preserve identity when the face was turned around 80–90 degrees and partially occluded. ImagineArt generated a visually clean rooftop image, but it changed the face into a more frontal view, so the core stress condition was not preserved.
Not really. The free tier gives 100 credits, and each generation costs 80 credits. That means you effectively get one generation per session before credits are mostly exhausted, which makes prompt iteration and consistency testing difficult.
Yes. The research noted that output images were downloadable directly from the interface, and no export problems were reported.

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