Input
Qwen Image 3 vs HDV1 vs HDV2
Traditional Studio renderer bake-off on 19 real seller photos. The v2 prompt pipeline runs once per input and the same authored prompt is fanned out to all three renderers, so the only variable across columns is the image model. Config held constant: front angle, 3:4, indian model, regular build, lifestyle background, no face selection, no category override.
What each column is
| Column | Route | Model | Result |
|---|---|---|---|
| Qwen Image 3 | candidate | qwen3/image-to-image via Kie, 2K, prompt_extend=false |
19/19 all ok · median 53s |
| HDV1 | useHDMode + hdMode:'v1' → genai-gemini @2K | gemini-3-pro-image on Vertex |
19/19 all ok · median 39s |
| HDV2 | useHDMode + hdMode:'v2' → gpt-image-2 | OpenAI images.edit, 1024×1536, quality medium |
19/19 all ok · median 65s |
Read this before judging the Qwen column
Qwen Image 3 caps prompts at 800 characters and rejects anything longer (HTTP 200 with
code 500, "The text length cannot exceed the maximum limit" at 801 chars, verified by binary search).
It does not truncate. Our v2 prompts run 1,500–3,000 characters.
Truncating would have silently amputated the preservation guard and framing enforcement, which
generateImagePromptV2 appends last. Qwen would have been scored on a prompt with exactly
the garment-fidelity rules removed. So its column gets a gpt-5-mini compression of the same prompt that
preserves, by construction, the piece list, the preservation clause, the add-a-bottom decision and the framing rule.
Both prompts are shown per row. The Qwen column is therefore not prompt-identical, and that gap is a
property of the model, not of the harness.
Qwen's prompt_extend (server-side prompt rewriting by Alibaba) defaults to true and was
turned off, so this measures the image model rather than their rewriter.
Inputseller photo
Qwen Image 3kie · qwen3/image-to-image · 2K
HDV1vertex · gemini-3-pro-image · 2K
HDV2openai · gpt-image-2 · 1024×1536
01
1391875255428022.jpeg
prompts & analysis
Authored v2 prompt (1458 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young, attractive Indian female professional fashion model with a well-proportioned body and fair complexion, draped as a saree with neat pleats at the front waist, wrapped around the lower body to full length and the pallu falling over the left shoulder, worn with its matching blouse; set the model standing full-length, head-to-toe and centered in the frame facing the camera, left hand on hip and right hand gently holding the pallu at chest level, wearing gold strappy sandals and subtle gold stud earrings and a thin gold bangle, in an elegant indoor festive venue with warm lighting, marigold garlands and soft bokeh lights and a polished floor; keep the fabric, colours, prints, border and pallu exactly as shown. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. Keep the design of the border, pallu, blouse and every other part of the saree exactly the same as the original image; do not change, simplify or redesign any part of the saree. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (774 ch · 800 cap)
Place the outfit from the reference image onto a young attractive Indian female professional model with a well-proportioned body and fair complexion, draped as a saree in the reference image's colours/print/pattern, full-length with neat pleats at front waist and pallu falling over the left shoulder, worn with its matching blouse (same colour/print/pattern/length), gold strappy sandals, subtle gold stud earrings and a thin gold bangle; keep every garment piece exactly as in the reference image; do not add, remove, recolour, lengthen or shorten any garment. Full-length, head-to-toe, centered FRONT view, left hand on hip, right hand holding pallu at chest level, elegant indoor festive venue with warm lighting, marigold garlands, soft bokeh lights and polished floor;
Piece inventory (v2 vision)
The outfit is a SAREE — unstitched drape cloth shown in the reference image. It must be draped on the model as a saree is traditionally worn: pleated at the front waist, wrapped around the lower body to full length, with the pallu falling over one shoulder, worn with its matching blouse. Keep the fabric, colour, print, border and pallu exactly as shown.
02
1775380298570-1480016330344408.webp
prompts & analysis
Authored v2 prompt (1230 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young, attractive Indian female fashion model with a fair complexion; set the scene in a bright outdoor garden photoshoot with soft natural daylight and a shallow background of greenery and subtle bokeh, full-length head-to-toe front view, centered; have the model stand facing the camera with weight on the left leg, right hip slightly forward, left hand relaxed by the side and right hand lightly holding the outfit's waist tie at hip level so the tie remains visible; keep the outfit exactly as shown (preserve all colours, prints, embroidery, texture and length), remove the mannequin, add neutral tan strappy low block-heel sandals and small gold stud earrings only. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (689 ch · 800 cap)
Photograph the outfit from the reference on a young attractive Indian female model with fair complexion, full-length head-to-toe front view, centered; model faces camera, weight on left leg, right hip slightly forward, left arm relaxed at side, right hand lightly holding the outfit's waist tie at hip level so the tie remains visible; keep the outfit exactly as in the reference image—preserve all colours, prints, embroidery, texture, cut and length; do not add, remove, recolour, lengthen or shorten any garment; remove the mannequin; add only neutral tan strappy low block-heel sandals and small gold stud earrings; bright outdoor garden, soft natural daylight, shallow greenery bokeh;
Piece inventory (v2 vision)
The outfit is a single full-body garment shown in the reference image. Keep it exactly as shown.
03
1775471343901-1775335318378-WhatsApp_Image_2026-03-30_at_4.webp
prompts & analysis
Authored v2 prompt (1025 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a professional young Indian female fashion model with fair complexion, in an elegant indoor festive boutique setting with soft warm lighting, full-length head-to-toe centered FRONT view; model standing facing the camera with a relaxed natural stance, left hand lightly holding the dupatta at hip so the dupatta falls as in the reference and right hand relaxed by the side, wearing nude block-heel sandals and small gold stud earrings, keep the outfit exactly as shown. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (711 ch · 800 cap)
Place the outfit shown onto a professional young Indian female fashion model with fair complexion in an elegant indoor festive boutique setting with soft warm lighting; full-length head-to-toe centered FRONT view. Model faces camera in a relaxed natural stance, left hand lightly holding the dupatta/scarf at hip so it falls as in the reference, right hand relaxed by side; include the upper garment, the lower garment and the dupatta/scarf (their colour, print, texture and length identical to the reference) plus nude block-heel sandals and small gold stud earrings. Keep the outfit exactly as shown: do not add, remove, recolour, lengthen or shorten any garment; the reference image overrides any assumption.
Piece inventory (v2 vision)
The outfit consists of 3 piece(s) shown in the reference image: an upper garment, a lower garment and a dupatta/scarf. Keep ALL of them.
04
1775796986209-1253789453579966.webp
prompts & analysis
Authored v2 prompt (1326 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young attractive Indian female fashion model with fair complexion, in a sunlit traditional courtyard garden setting appropriate for a daytime festive occasion, mid-shot (half-body, chest-up) front view; model facing the camera with relaxed shoulders, chin slightly down, both hands lightly resting at the waist to show neckline and sleeve embroidery, wearing simple gold stud earrings and a single thin gold bangle on one wrist and neutral sandals (kept out of frame), soft natural makeup and neatly styled hair pulled back; keep the outfit exactly as shown. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. FRAMING (mandatory): a mid-shot that ends at roughly the waist/hip. The model's FULL HEAD AND FACE must be visible inside the frame at the top — never crop the head, face or chin. Emphasize the upper garment. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (755 ch · 800 cap)
Place the outfit from the reference onto a young attractive Indian female fashion model with fair complexion, mid-shot (half-body, chest-up) front view, model facing camera, relaxed shoulders, chin slightly down, both hands lightly resting at the waist to show neckline and sleeve embroidery, wearing simple gold stud earrings and a single thin gold bangle on one wrist, neutral sandals kept out of frame, soft natural makeup, hair pulled back, sunlit traditional courtyard garden daytime festive setting; keep every garment piece exactly as in the reference image—its exact colour, print/pattern, texture, length and cut; do not add, remove, recolour, lengthen or shorten any garment; the reference image is the source of truth and overrides assumptions;
Piece inventory (v2 vision)
The outfit consists of 1 piece(s) shown in the reference image: an upper garment. Keep ALL of them.
05
1778070197706-1471783384552560.webp
prompts & analysis
Authored v2 prompt (1633 ch · sent to HDV1 + HDV2)
Place the saree shown in the image onto a professional young Indian female fashion model with a fair complexion, full-length front-facing head-to-toe framing, in an elegant sunlit heritage courtyard with carved stone walls and subtle decorative plants (occasion-appropriate, tasteful and slightly formal). Drape the saree exactly as traditionally worn: pleated at the front waist, wrapped around the lower body to full length, pallu falling over the left shoulder, worn with its matching blouse; preserve the exact colours, prints, borders, texture and pallu shown with no alterations. Pose the model standing centered, facing the camera, weight slightly on the right leg, left hand gently holding the pallu at the shoulder with elbow relaxed, right hand resting lightly at the hip; add simple gold strappy heels and one pair of small gold jhumka earrings and a single thin gold bangle on the right wrist. Keep the outfit exactly as shown. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. Keep the design of the border, pallu, blouse and every other part of the saree exactly the same as the original image; do not change, simplify or redesign any part of the saree. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (750 ch · 800 cap)
Place the saree shown in the image onto a professional young Indian female model with a fair complexion, full-length head-to-toe front-facing framing, standing centered in an elegant sunlit heritage courtyard with carved stone walls and subtle decorative plants; drape the saree exactly as traditionally worn: pleated at the front waist, wrapped to full length, pallu over the left shoulder, worn with its matching blouse; preserve the exact colours, prints, borders, texture and pallu shown with no alterations; pose weight slightly on right leg, left hand holding pallu at shoulder, right hand at hip; add simple gold strappy heels, one pair small gold jhumka earrings and a single thin gold bangle on right wrist; keep the outfit exactly as shown;
Piece inventory (v2 vision)
The outfit is a SAREE — unstitched drape cloth shown in the reference image. It must be draped on the model as a saree is traditionally worn: pleated at the front waist, wrapped around the lower body to full length, with the pallu falling over one shoulder, worn with its matching blouse. Keep the fabric, colour, print, border and pallu exactly as shown.
06
1778158000703-input_orange.webp
prompts & analysis
Authored v2 prompt (1231 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a professional, young Indian female fashion model with fair complexion, full-length, in an elegant indoor Indian courtyard set with soft natural light, warm neutral tones and subtle decorative jali panels in the background; frame a full-length head-to-toe FRONT view, centered, showing the complete outfit exactly as in the reference; pose the model facing the camera with a relaxed, natural stance—weight slightly on the left leg, right foot a half-step forward, arms relaxed at the sides with fingers gently curved; style with simple gold flat sandals and small gold stud earrings only; keep the outfit's colours, patterns, texture, length and all pieces exactly as shown. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (760 ch · 800 cap)
Place the outfit from the reference onto a professional young Indian female model with fair complexion, full-length, centered, head-to-toe FRONT view, facing the camera; keep the outfit's colours, print/patterns, texture, length and all pieces exactly as shown in the reference — do not add, remove, recolour, lengthen or shorten any garment; do not add extra garments. Pose relaxed natural stance, weight slightly on left leg, right foot half-step forward, arms relaxed at sides, fingers gently curved; style with simple gold flat sandals and small gold stud earrings only; elegant indoor Indian courtyard, soft natural light, warm neutral tones, subtle jali panels; hyper-realistic e-commerce catalogue photograph, Canon EOS R6, natural shadows, sharp focus.
Piece inventory (v2 vision)
The outfit is a single full-body garment shown in the reference image. Keep it exactly as shown.
07
1779196914738-WhatsApp_Image_2026-05-19_at_18.webp
prompts & analysis
Authored v2 prompt (1313 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young attractive Indian female fashion model with a fair complexion, in an elegant indoor festive venue with warm, soft lighting and subtle traditional décor (marble floor, soft drapery and a decorative arch in the background), full-length head-to-toe centered framing, FRONT view; pose the model standing facing the camera, weight slightly on the left leg, left hand relaxed at the side and right hand gently holding the dupatta edge draped over the right shoulder so the dupatta, upper garment and lower garment remain fully visible as in the reference; keep the outfit exactly as shown (no changes to colour, pattern, texture, length or pieces), style the model with neutral gold strappy sandals and a pair of small delicate gold jhumka earrings only. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (738 ch · 800 cap)
Place the outfit onto a young attractive Indian female model with fair complexion, full-length head-to-toe centered framing, FRONT view; the model standing facing the camera, weight slightly on the left leg, left hand relaxed at side, right hand gently holding the dupatta edge draped over the right shoulder so the dupatta, upper garment and lower garment remain fully visible as in the reference. Keep the dupatta (as in reference image), the upper garment (as in reference image) and the lower garment (as in reference image) identical in colour, print/pattern, texture, length and cut; do not add, remove, recolour, lengthen or shorten any garment. Style with neutral gold strappy sandals and small delicate gold jhumka earrings only.
Piece inventory (v2 vision)
The outfit consists of 3 piece(s) shown in the reference image: an upper garment, a lower garment and a dupatta/scarf. Keep ALL of them.
08
1779867474243-IMG_20260526_132314.jpg.jpeg
prompts & analysis
Authored v2 prompt (1457 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a professional young Indian female model in an elegant indoor festive venue (subtle Indian wedding hall set with warm, soft lighting and muted marigold decor), full-length head-to-toe centered front-view; model facing the camera, standing with weight on left leg, right hand resting lightly at the waist and left arm relaxed by side; outfit must be draped as a saree with neat front waist pleats, wrapped to full length and the pallu falling over the left shoulder, worn with its matching blouse; add neutral gold strappy heels and small gold jhumka earrings only; keep the fabric, colour, print, border and pallu exactly as shown and change only the model, background, framing, pose, footwear and these small accessories. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. Keep the design of the border, pallu, blouse and every other part of the saree exactly the same as the original image; do not change, simplify or redesign any part of the saree. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (770 ch · 800 cap)
Place the outfit shown in the image onto a professional young Indian female model in an elegant indoor festive venue with a subtle Indian wedding-hall set, warm soft lighting and muted marigold decor; full-length head-to-toe centered front view; model faces the camera, standing with weight on left leg, right hand resting lightly at the waist, left arm relaxed by side. Outfit must be draped as a saree with neat front waist pleats, wrapped to full length with the pallu over the left shoulder, worn with its matching blouse; add neutral gold strappy heels and small gold jhumka earrings only. Keep the fabric, colour, print, border, pallu, blouse and every garment piece exactly as in the reference image; do not add, remove, recolour, lengthen or shorten any garment;
Piece inventory (v2 vision)
The outfit is a SAREE — unstitched drape cloth shown in the reference image. It must be draped on the model as a saree is traditionally worn: pleated at the front waist, wrapped around the lower body to full length, with the pallu falling over one shoulder, worn with its matching blouse. Keep the fabric, colour, print, border and pallu exactly as shown.
09
1780292907209-IMG_20260530_143824.jpg.jpeg
prompts & analysis
Authored v2 prompt (1587 ch · sent to HDV1 + HDV2)
Place the saree shown in the image onto a professional young Indian female fashion model with a well-proportioned catalogue body and fair complexion, in an elegant indoor heritage venue styled for a formal festive occasion (subtle warm lighting, marble floor, soft ornate backdrop); full-length, head-to-toe, centered FRONT-view crop showing the complete saree; drape the saree exactly as traditionally worn with neat front waist pleats, wrap around the lower body to full length and the pallu falling over the left shoulder, keeping all fabric, colour, print, border and pallu details exactly as shown; pose the model standing facing the camera with a gentle confident expression, left hand lightly holding the edge of the pallu at shoulder and right hand resting on the right hip; style with gold strappy heels and a pair of small gold jhumka earrings only; keep the outfit exactly as shown. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. Keep the design of the border, pallu, blouse and every other part of the saree exactly the same as the original image; do not change, simplify or redesign any part of the saree. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (739 ch · 800 cap)
Place the saree shown onto a young Indian female model, well-proportioned catalogue body, fair complexion, in an elegant indoor heritage venue (warm light, marble floor, ornate backdrop); full-length head-to-toe centered FRONT-view. Drape exactly as in reference: neat front waist pleats, wrap to full length, pallu over left shoulder; keep all fabric, colour, print, border and pallu details exactly as shown; do not add, remove, recolour, lengthen or shorten any garment. Pose standing facing camera, gentle confident expression, left hand holding pallu edge at shoulder, right hand on right hip; style only with gold strappy heels and small gold jhumka earrings; hyper-realistic e-commerce catalogue photo, natural shadows, sharp focus.
Piece inventory (v2 vision)
The outfit is a SAREE — unstitched drape cloth shown in the reference image. It must be draped on the model as a saree is traditionally worn: pleated at the front waist, wrapped around the lower body to full length, with the pallu falling over one shoulder, worn with its matching blouse. Keep the fabric, colour, print, border and pallu exactly as shown.
10
1780991471097-1780915802907-IMG_3824.webp
prompts & analysis
Authored v2 prompt (1237 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young attractive Indian female fashion model with a fair complexion in a bright outdoor garden setting appropriate for a daytime casual occasion, half-body front-view framing (chest-up to mid-thigh) with the model facing the camera, standing straight with a gentle, relaxed smile and both arms naturally at her sides; style the model with simple nude open-toe sandals visible at the lower crop and one pair of small gold hoop earrings, keep the outfit exactly as shown. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. FRAMING (mandatory): a mid-shot that ends at roughly the waist/hip. The model's FULL HEAD AND FACE must be visible inside the frame at the top — never crop the head, face or chin. Emphasize the upper garment. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (690 ch · 800 cap)
Place the outfit shown in the image onto a young attractive Indian female model with a fair complexion in a bright outdoor garden setting for a daytime casual occasion; keep the outfit exactly as shown and keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment; the reference image is the source of truth and overrides any assumption about the garment type. Mid-shot framing ending roughly at the waist/hip, full head and face visible, front view, emphasize the upper garment; model standing straight, gentle relaxed smile, both arms naturally at her sides;
Piece inventory (v2 vision)
The outfit consists of 1 piece(s) shown in the reference image: an upper garment. Keep ALL of them.
11
1782378969763-20260430_175139.jpg.jpeg
prompts & analysis
Authored v2 prompt (1192 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young, attractive Indian female fashion model with a fair complexion in a bright, modern boutique-style interior (soft neutral walls, subtle clothing racks blurred in the background), full-length head-to-toe centered framing, front view; keep the outfit exactly as shown, have the model stand facing the camera with weight slightly on her right leg, left leg relaxed forward, arms relaxed by sides with fingers slightly curved, chin neutral and gaze forward; style with simple nude strappy sandals and small gold stud earrings and a thin gold bracelet only; preserve the outfit's exact colours, patterns, texture, buttons and length. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (682 ch · 800 cap)
Place the outfit from the reference onto a young attractive Indian female model with fair complexion in a bright modern boutique interior (soft neutral walls, subtle blurred clothing racks), full-length head-to-toe centered framing, FRONT view. Keep the outfit exactly as shown: preserve every garment piece’s exact colour, print/pattern, texture, buttons, cut and length; do not add, remove, recolour, lengthen or shorten any garment. Model stands facing camera, weight on right leg, left leg relaxed forward, arms relaxed by sides, fingers slightly curved, chin neutral, gaze forward; style with simple nude strappy sandals, small gold stud earrings and a thin gold bracelet only.
Piece inventory (v2 vision)
The outfit is a single full-body garment shown in the reference image. Keep it exactly as shown.
12
1782379452761-IMG_8953.jpg
prompts & analysis
Authored v2 prompt (1355 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young, attractive Indian female fashion model (fair complexion, well-groomed, standard fashion proportions) in an elegant indoor festive venue with warm soft lighting and subtle traditional décor (arched backdrop and muted gold accents); crop a half-body, front-view mid-shot emphasizing the neckline, shoulders and sleeve details; pose the model facing the camera with relaxed shoulders and a gentle, confident expression, left hand resting lightly on hip and right arm relaxed at side; style with simple silver jhumka earrings and black strappy heels; keep the outfit exactly as shown. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. FRAMING (mandatory): a mid-shot that ends at roughly the waist/hip. The model's FULL HEAD AND FACE must be visible inside the frame at the top — never crop the head, face or chin. Emphasize the upper garment. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (753 ch · 800 cap)
Place the outfit from the reference onto a young attractive Indian female model (fair complexion, standard fashion proportions); full head visible, mid-shot ending at roughly the waist/hip, front view facing camera; emphasize neckline, shoulders and sleeve details; pose with relaxed shoulders, gentle confident expression, left hand resting lightly on hip, right arm relaxed at side; style with simple silver jhumka earrings and black strappy heels; keep every garment piece exactly as in the reference — its exact colour, print/pattern, texture, length and cut; do not add, remove, recolour, lengthen or shorten any garment; the reference image is the source of truth; elegant indoor festive venue with warm soft lighting and subtle traditional décor;
Piece inventory (v2 vision)
The outfit consists of 1 piece(s) shown in the reference image: an upper garment. Keep ALL of them.
13
1782379557143-1001376273.jpg
prompts & analysis
Authored v2 prompt (1086 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young, attractive Indian female fashion model in a festive, decorated Indian courtyard with warm string lights and floral garlands, full-length head-to-toe front view, model standing facing the camera with a relaxed confident expression, weight on right leg and left foot slightly forward, left hand resting gently on left hip and right hand holding the dupatta/scarf draped loosely over the right forearm; keep the outfit exactly as shown, add gold strappy sandals and small gold jhumka earrings and a single thin gold bangle. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (767 ch · 800 cap)
Place the outfit shown in the image onto a young, attractive Indian female fashion model in a festive decorated Indian courtyard with warm string lights and floral garlands, full-length head-to-toe FRONT view, model standing facing the camera with a relaxed confident expression, weight on right leg, left foot slightly forward, left hand resting gently on left hip and right hand holding the dupatta/scarf draped loosely over the right forearm; keep the outfit exactly as shown and keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment; the reference image is the source of truth and overrides any assumption about the garment type.
Piece inventory (v2 vision)
The outfit consists of 3 piece(s) shown in the reference image: an upper garment, a lower garment and a dupatta/scarf. Keep ALL of them.
14
1782379725775-128606.jpg
prompts & analysis
Authored v2 prompt (1195 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young, attractive Indian female fashion model with a fair complexion, in an elegant, softly lit upscale boutique interior with neutral cream-and-gold tones and subtle decorative elements, full-length head-to-toe centered front-view framing; model standing facing the camera with weight on the left leg, right hand relaxed at the side and left hand gently holding the dupatta near the shoulder so the dupatta falls naturally as in the reference; outfit must be kept exactly as shown (no changes to colours, patterns, pieces or lengths); style with nude/beige low-heel sandals and minimal gold stud earrings and a single thin gold bangle. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (695 ch · 800 cap)
Place the outfit shown in the image onto a young, attractive Indian female model with a fair complexion, full-length head-to-toe centered front-view; model standing facing the camera with weight on the left leg, right hand relaxed at her side and left hand gently holding the dupatta near the shoulder so the dupatta falls naturally as in the reference. The outfit must be kept exactly as shown (no changes to colours, patterns, pieces or lengths); keep every garment piece shown in the reference image identical; do not add, remove, recolour, lengthen or shorten any garment; do not add garments. Style with nude/beige low-heel sandals, minimal gold stud earrings and a single thin gold bangle.
Piece inventory (v2 vision)
The outfit consists of 3 piece(s) shown in the reference image: an upper garment, a lower garment and a dupatta/scarf. Keep ALL of them.
15
1782379940086-IMG_8952.jpg
prompts & analysis
Authored v2 prompt (1361 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young attractive Indian female fashion model with fair complexion and a well-proportioned figure, in a tastefully decorated festive indoor venue with warm soft lighting and subtle marigold garlands bokeh; crop as a mid-shot (chest-up, front view) emphasizing the neckline, shoulders and sleeve detail; pose the model facing the camera with a gentle smile, chin slightly down, left hand relaxed at side and right hand lightly touching the neckline; keep the outfit exactly as shown, choose simple nude heels (not visible in frame) and a pair of small gold stud earrings as the only accessories. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. FRAMING (mandatory): a mid-shot that ends at roughly the waist/hip. The model's FULL HEAD AND FACE must be visible inside the frame at the top — never crop the head, face or chin. Emphasize the upper garment. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (762 ch · 800 cap)
Place the outfit shown in the image onto a young attractive Indian female model with fair complexion and well-proportioned figure, in a tastefully decorated festive indoor venue with warm soft lighting and subtle marigold garlands bokeh; crop as a mid-shot (chest-up, front view) ending ~waist/hip, full head and face visible at top; emphasize the upper garment; model faces camera, gentle smile, chin slightly down, left hand relaxed at side, right hand lightly touching the neckline; keep every garment piece shown in the reference image exactly as in the reference—colour, print/pattern, texture, length and cut identical; do not add, remove, recolour, lengthen or shorten any garment; choose simple nude heels (not visible) and small gold stud earrings only;
Piece inventory (v2 vision)
The outfit consists of 1 piece(s) shown in the reference image: an upper garment. Keep ALL of them.
16
757724380700605.jpeg
prompts & analysis
Authored v2 prompt (1124 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a young, attractive Indian female fashion model with a fair complexion, in an elegant evening rooftop lounge with soft warm lighting and blurred city lights in the background, full-length head-to-toe centered front-view framing; model facing the camera, standing with weight on the left leg, right hand resting lightly on the right hip and left arm relaxed by the side, soft confident smile; keep the outfit exactly as shown (preserve all colours, ruffles, texture and length), style with nude strappy heels and small gold stud earrings and a slim gold bracelet only. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (706 ch · 800 cap)
Place the outfit shown in the image onto a young attractive Indian female model with a fair complexion in an elegant evening rooftop lounge with soft warm lighting and blurred city lights; full-length head-to-toe centered front-view, model facing the camera directly, standing with weight on the left leg, right hand resting lightly on the right hip, left arm relaxed by the side, soft confident smile; keep the outfit exactly as shown — preserve all colours, ruffles, texture and length; keep every garment piece shown in the reference image identical; do not add, remove, recolour, lengthen or shorten any garment; style with nude strappy heels and small gold stud earrings and a slim gold bracelet only;
Piece inventory (v2 vision)
The outfit is a single full-body garment shown in the reference image. Keep it exactly as shown.
17
WhatsApp Image 2026-03-24 at 15.56.04.jpeg
prompts & analysis
Authored v2 prompt (1472 ch · sent to HDV1 + HDV2)
Place the saree shown in the image onto a young, attractive Indian female fashion model with a fair complexion, draped traditionally with neat pleats at the front waist, wrapped around the lower body to full length and the pallu falling over the left shoulder, paired with the matching blouse exactly as shown; shoot a full-length, head-to-toe, front-view centered frame with the model standing facing the camera in a confident, gentle pose (one hand resting lightly on the hip, other hand relaxed by the side), wearing neutral strappy heels and subtle gold stud earrings, set in an elegant festive Indian indoor venue with soft warm lighting, decorative lights and floral accents in the background, keep the saree’s exact colours, prints, borders, texture and length unchanged. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. Keep the design of the border, pallu, blouse and every other part of the saree exactly the same as the original image; do not change, simplify or redesign any part of the saree. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (748 ch · 800 cap)
Dress the saree and matching blouse from the reference onto a young attractive Indian female with fair complexion, draped traditionally with neat pleats at front waist, wrapped full length with pallu over left shoulder; keep the saree’s exact colours, prints, borders, texture and length unchanged. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. Shoot full-length head-to-toe front-view, model facing camera, confident gentle pose (one hand on hip, other relaxed), neutral strappy heels, subtle gold stud earrings, elegant festive indoor venue with soft warm lighting, decorative lights and floral accents;
Piece inventory (v2 vision)
The outfit is a SAREE — unstitched drape cloth shown in the reference image. It must be draped on the model as a saree is traditionally worn: pleated at the front waist, wrapped around the lower body to full length, with the pallu falling over one shoulder, worn with its matching blouse. Keep the fabric, colour, print, border and pallu exactly as shown.
18
WhatsApp Image 2026-05-05 at 13.43.36.jpeg
prompts & analysis
Authored v2 prompt (1497 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto a professional young Indian female model in a festive, ornate indoor venue with soft warm lighting, marigold and jasmine garlands and subtle fairy lights; frame a full-length head-to-toe, centered FRONT view; drape the saree exactly as shown — pleated at the front waist, wrapped around the lower body to full length with the pallu falling over the left shoulder, paired with the matching blouse from the reference, preserving all colours, prints, borders and texture exactly; pose the model facing the camera with a gentle hip shift, right hand resting lightly on the waist and left hand holding the pallu near the shoulder; style with gold-toned strappy heels and a pair of small gold jhumka earrings and one thin gold bangle, keep the outfit itself unchanged. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. Keep the design of the border, pallu, blouse and every other part of the saree exactly the same as the original image; do not change, simplify or redesign any part of the saree. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (493 ch · 800 cap)
Photograph the saree, matching blouse and pallu exactly as in reference—preserve every garment's colour, print, border, texture, length and cut; do not add, remove, recolour, lengthen or shorten any garment. Full-length head-to-toe centered FRONT view of a professional young Indian female, gentle hip shift, right hand on waist, left holding pallu near shoulder; festive ornate indoor venue with marigold+jasmine garlands and fairy lights, soft warm lighting; hyper-realistic e-commerce shot.
Piece inventory (v2 vision)
The outfit is a SAREE — unstitched drape cloth shown in the reference image. It must be draped on the model as a saree is traditionally worn: pleated at the front waist, wrapped around the lower body to full length, with the pallu falling over one shoulder, worn with its matching blouse. Keep the fabric, colour, print, border and pallu exactly as shown.
19
WhatsApp Image 2026-05-19 at 18.37.31.jpeg
prompts & analysis
Authored v2 prompt (1061 ch · sent to HDV1 + HDV2)
Place the outfit shown in the image onto an attractive young Indian female fashion model with a fair complexion, in a bright sunlit courtyard with subtle festive decor (flowers and string lights blurred in the background), full-length head-to-toe centered front view, model standing facing the camera with a relaxed confident pose—weight slightly on the left leg, right hand resting gently on the hip and left arm relaxed at the side; keep the outfit exactly as shown, add simple beige traditional flat shoes and small silver stud earrings only. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment. The reference image is the source of truth and overrides any assumption about the garment type. Hyper-realistic e-commerce catalogue photograph shot on a Canon EOS R6 with natural shadows and sharp focus. The model faces the camera directly — this is a FRONT view of the outfit. Do not render a rear or over-the-shoulder view.
Compressed for Qwen (761 ch · 800 cap)
Place the outfit shown in the image onto an attractive young Indian female model with a fair complexion in a bright sunlit courtyard with subtle festive decor (flowers and string lights blurred), full-length head-to-toe centered FRONT view; model standing facing the camera, relaxed confident pose, weight slightly on the left leg, right hand resting gently on the hip, left arm relaxed at the side; add simple beige traditional flat shoes and small silver stud earrings only. Keep every garment piece shown in the reference image — its exact colour, print/pattern, texture, length and cut — identical; do not add, remove, recolour, lengthen or shorten any garment; the reference image is the source of truth and overrides any assumption about the garment type.
Piece inventory (v2 vision)
The outfit consists of 2 piece(s) shown in the reference image: an upper garment and a lower garment. Keep ALL of them.
Generated 2026-08-06 15:14 UTC · no DB rows, no credits deducted · inputs and outputs hosted on Scalio CloudFront ·
harness at scripts/evals/traditional-studio/qwen3/