Nano Banana 2 Clothing Prompts (Tested, With Results)

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Nano Banana 2 · Image prompts

Nano Banana 2 prompts for clothing product photos

Most clothing sellers start with one decent photo of the garment, usually a flat lay, and need everything else from it: a ghost-mannequin shot, the garment on a person, a street-style image for social and a close-up of the fabric. We tested that workflow with Nano Banana 2. One prompt made a flat lay of a chore jacket and the other five edited from it, so you can check the pockets, collar, buttons and stitching against the original in every shot.

All six images are 2K. The jacket brand, Haldorne, is invented, and both people are AI-generated adults. If you read one section, make it the failures: having the brand name in the edit prompts is what printed a neck label and monogrammed buttons onto a jacket that has neither, and the fix was to leave the name out.

Tested 2026-10-19 via MuleRouter API (mulerouter-nano-banana-2 for the flat lay, mulerouter-nano-banana-2-edit with the flat lay as reference for the rest), the same model Blurbly uses. Haldorne is an invented brand. No retouching; the files were only compressed for the web.

Nano Banana 2 output: olive canvas chore jacket with a brown corduroy collar, brass buttons and three patch pockets laid flat on grey paper
Output of prompt 01Flat lay on grey paper

Pick any prompt below and press Use this prompt; it lands in this box. Swap in your own product details and photo before you generate.

Prompt formula

Every prompt on this page follows the same order. Fill each slot for your product and keep the order.

SlotExampleWhy it matters
Garment spec, part by partolive-green heavyweight cotton canvas, a dark brown corduroy collar, five brushed brass shank buttons … three patch pockets … tan topstitchingFabric and weight, collar, closure with a count, pockets with positions, stitching color. These are the details a returning customer checks against the photo.
Keep line (every edit)Keep the jacket identical to image 1: … one patch pocket on the wearer's left chest, two patch pockets at the hips …Repeat the same sentence in every edit prompt. Writing "wearer's left" rather than plain "left" held the chest pocket on the correct side in all five edits.
Person and stylingan adult male model in his late twenties … worn open over a plain white crew-neck T-shirt, with straight-leg dark indigo jeansGive an adult age and simple, plain companion pieces. Busy styling competes with the product and invites logos.
Setting and lightseamless warm grey studio backdrop … Soft key light from the front left / overcast soft daylight, 35mm lens lookStudio light for the product page, overcast daylight for street style. Overcast light keeps olive and brown from shifting color.
What not to addThe inside of the neck is plain olive canvas with no label, tag or printing.Name the exact place where unwanted text appears (neck label, buttons, signs). A general "no text" was not enough.

6 tested Nano Banana 2 image prompts

Each prompt is the exact text we sent to Nano Banana 2. The image beside it is the unedited output, with the settings we used.

01

Flat lay on grey paper

Product page first or second image · marketplace gallery · size-chart base

4:5 · 2K (1856×2304) · text-to-image, no reference

Nano Banana 2 output: olive canvas chore jacket with a brown corduroy collar, brass buttons and three patch pockets laid flat on grey paper
Prompt 
Flat lay product photo of a fictional Haldorne chore jacket on a seamless light grey paper background, shot straight down from above. The jacket: relaxed unisex fit in olive-green heavyweight cotton canvas, a dark brown corduroy collar, five brushed brass shank buttons down the front, three patch pockets (one on the left chest, two at the hips) with contrasting tan topstitching, and long straight sleeves laid neatly at the sides with the cuffs visible. The jacket is buttoned, laid flat and symmetrical, with natural fabric creases but no wrinkles across the pockets. Soft, even overhead light with a very faint shadow at the edges. The jacket fills about 85% of the frame. No hanger, no model, no visible labels, no text, no logo, no watermark.

Why it works

  • Each pocket's position ("one on the left chest, two at the hips") came back correctly, with the contrast topstitching.
  • "Laid flat and symmetrical, with natural fabric creases but no wrinkles across the pockets" looks handled but tidy.
  • "Fills about 85% of the frame" gives the same crop you would use on a marketplace.

Swap for your product

  • Rewrite the spec for your piece: fabric and weight, collar or neckline, closure with a count, pockets, hem.
  • Background: grey paper suits mid-tones; use "warm white linen" for pale garments so edges stay visible.
  • If you have a real flat lay, skip this prompt and use your photo as image 1 in the edits below.

Attempts: 1. This is the first generation.

02

Ghost mannequin from the flat lay

Apparel product page main image · marketplace galleries that need a plain background

4:5 · 2K (1856×2304) · edit · 1 reference image (the flat lay)

Reference: the Nano Banana 2 flat lay of the olive chore jacket from the first prompt
Input
Nano Banana 2 output: the olive chore jacket shown as if worn by an invisible body, front view, inside of the collar visible
Output
Prompt 
Image 1 is the product: a chore jacket photographed flat. Turn it into an invisible-mannequin (ghost mannequin) e-commerce photo: the same jacket shown in 3D as if worn by an invisible body, front view, buttoned, sleeves hanging naturally, with the inside back of the neck and the underside of the collar visible through the neck opening. Keep the jacket identical to image 1: olive-green heavyweight cotton canvas, dark brown corduroy collar, five plain brass shank buttons, one patch pocket on the wearer's left chest, two patch pockets at the hips, tan contrast topstitching, same length and boxy fit. The inside of the neck is plain olive canvas with no label, tag or printing. Seamless light grey background, soft even studio light, a faint shadow under the hem. No mannequin, no hanger, no person, no text, no watermark.

Why it works

  • "As if worn by an invisible body … the inside back of the neck … visible through the neck opening" is the detail that makes a ghost-mannequin image read as one.
  • "The inside of the neck is plain olive canvas with no label, tag or printing" removed the invented label from the first attempt.
  • The keep line held the collar, pocket layout and stitching from the flat lay.

Swap for your product

  • For knitwear, add "ribbed cuffs and hem keep their elastic shape".
  • For trousers, use "as if worn by an invisible body, front view, waistband open to show the inside".
  • If your garment has a real neck label, describe its exact text and placement instead of asking for a blank neck.

Attempts: 2, failed tries included. This is the one we kept.

03

On a model in the studio

Product page on-model image · lookbook · fit reference

4:5 · 2K (1856×2304) · edit · 1 reference image (the flat lay)

Reference: the Nano Banana 2 flat lay of the olive chore jacket from the first prompt
Input
Nano Banana 2 output: adult man wearing the olive chore jacket open over a white T-shirt with dark jeans and brown boots on a grey backdrop
Output
Prompt 
Image 1 is the product: a Haldorne chore jacket. Dress an adult male model in his late twenties in this exact jacket, worn open over a plain white crew-neck T-shirt, with straight-leg dark indigo jeans and brown leather lace-up boots. Keep the jacket identical to image 1: olive-green heavyweight cotton canvas, dark brown corduroy collar, five brass shank buttons, one patch pocket on the wearer's left chest, two patch pockets at the hips, tan contrast topstitching, same length and boxy fit. Full-body e-commerce photo on a seamless warm grey studio backdrop: he stands relaxed, weight on one leg, left hand in the jacket's left hip pocket, looking slightly off camera. Soft key light from the front left, gentle fill, natural skin texture, realistic hands. 50mm lens look at chest height. No text, no logo, no watermark.

Why it works

  • "Worn open over a plain white crew-neck T-shirt" shows the placket, buttons and pockets clearly while showing how the jacket hangs.
  • "Same length and boxy fit" kept the hem at the upper hip, as in the flat lay, rather than lengthening it into a coat.
  • "50mm lens look at chest height" avoids the long-leg distortion of a low wide-angle shot, so proportions read true for size decisions.

Swap for your product

  • Model: change age, build and height to your size range, e.g. "an adult woman in her forties, size 16".
  • Styling: keep companion pieces plain and dark or light to contrast with your garment.
  • For a fit image, add the model's height and size in the alt text and copy, not in the image.

Attempts: 1. This is the first generation.

04

Street style

Instagram and TikTok posts · Pinterest · collection banner

4:5 · 2K (1856×2304) · edit · 1 reference image (the flat lay)

Reference: the Nano Banana 2 flat lay of the olive chore jacket from the first prompt
Input
Nano Banana 2 output: adult woman in the olive chore jacket over a cream sweater, walking on a cobblestone street holding a plain coffee cup
Output
Prompt 
Image 1 is the product: a Haldorne chore jacket. An adult woman in her early thirties wears this exact jacket, buttoned halfway, over a cream knit sweater, with wide-leg black trousers and white leather sneakers. Keep the jacket identical to image 1: olive-green heavyweight cotton canvas, dark brown corduroy collar, five brass shank buttons, one patch pocket on the wearer's left chest, two patch pockets at the hips, tan contrast topstitching, same length and boxy fit. Candid street-style photo: she walks toward the camera across a quiet cobblestone street in the morning, one hand holding a takeaway coffee cup with no print on it. Overcast soft daylight, 35mm lens look, f/2.8, background shopfronts softly blurred with no readable signs or logos. Natural skin, realistic hands. No text, no watermark.

Why it works

  • "Walks toward the camera" plus "35mm lens look, f/2.8" gives the candid feel of street-style photography, with the background soft.
  • "Buttoned halfway, over a cream knit sweater" shows the jacket styled for daily wear, a different job from the studio image.
  • "A takeaway coffee cup with no print on it" stopped a real coffee brand appearing in her hand.

Swap for your product

  • Location: "quiet residential street with brick houses" avoids shop signs entirely (see failures).
  • Season: "light drizzle, wet pavement" or "bright winter sun, long shadows" changes the mood without touching the garment.
  • Action: pick one, such as "leaning on a railing", "crossing at a zebra crossing" or "checking her phone".

Attempts: 1. This is the first generation.

05

Fabric and hardware detail

Product page detail image · material section · carousel slide

1:1 · 2K (2048×2048) · edit · 1 reference image (the flat lay)

Reference: the Nano Banana 2 flat lay of the olive chore jacket from the first prompt
Input
Nano Banana 2 output: close-up of the brown corduroy collar, plain brass buttons and tan double topstitching on olive canvas
Output
Prompt 
Image 1 is the product: a chore jacket. Macro detail photo of this exact jacket for the product page: the dark brown corduroy collar folding over, the top brass shank button, and the top edge of the left chest pocket with its tan double topstitching, filling the frame. Keep colours, stitching and the buttons identical to image 1: worn brass buttons with a plain face, no letters, monogram or logo on them. Raking light from the left so the canvas weave and the corduroy wales show clearly, soft shadows. 100mm macro lens look, f/8, sharp from collar to pocket. No text, no labels, no watermark.

Why it works

  • "Raking light from the left so the canvas weave and the corduroy wales show clearly" is what makes a material close-up useful to a buyer.
  • "Worn brass buttons with a plain face, no letters, monogram or logo on them" fixed the first attempt's invented "H" monogram.
  • Naming three things in frame (collar, top button, pocket edge) gives a composition instead of a random crop.

Swap for your product

  • Pick the two or three details that justify the price: "selvedge on the inside hem", "bar-tacked pocket corners", "horn buttons".
  • For knits, use "side light across the cable pattern"; for silk, "soft light to show sheen without glare".
  • If you have trims with real branding (engraved buttons, woven labels), describe them exactly; otherwise say "plain".

Attempts: 2, failed tries included. This is the one we kept.

06

Styled outfit flat lay

Instagram grid · Pinterest · "complete the look" section

4:5 · 2K (1856×2304) · edit · 1 reference image (the flat lay)

Reference: the Nano Banana 2 flat lay of the olive chore jacket from the first prompt
Input
Nano Banana 2 output: the olive chore jacket laid open with a cream sweater, dark jeans, brown boots, grey beanie and canvas tote on an oak floor
Output
Prompt 
Image 1 is the product: a Haldorne chore jacket. Styled outfit flat lay for Instagram and Pinterest, shot straight down on a light oak floor: this exact jacket laid open with the sleeves slightly bent, a folded cream knit sweater inside it, a pair of straight-leg dark indigo jeans folded below, brown leather lace-up boots at the bottom right, a charcoal knit beanie and a canvas tote bag with no print at the top. Keep the jacket identical to image 1: olive-green heavyweight cotton canvas, dark brown corduroy collar, five brass shank buttons, one patch pocket on the wearer's left chest, two patch pockets at the hips, tan contrast topstitching, same length and boxy fit. Soft daylight from a window at the top left, gentle shadows. No text, no logos, no brand labels, no watermark.

Why it works

  • Listing every item with its position (jeans below, boots bottom right, beanie and tote at the top) gave a balanced layout with the jacket in the middle.
  • "Laid open with the sleeves slightly bent" makes the flat lay look styled rather than pressed.
  • "No text, no logos, no brand labels" kept the boots, jeans and tote unbranded.

Swap for your product

  • Swap companion pieces for items you also sell, which turns the image into a cross-sell.
  • Floor: "white sheet on a bed" for a softer look, "concrete floor" for workwear.
  • For a capsule wardrobe post, list five to six pieces and ask for "a loose grid with equal spacing".

Attempts: 1. This is the first generation.

What went wrong in testing

The first ghost-mannequin attempt printed a neck label reading "HALDORNE", with a size tab and a second line of garbled letters under the name. The garment had no label; the name came from the prompt ("a Haldorne chore jacket").
We removed the brand name from the edit prompt (image 1 already defines the product) and wrote "the inside of the neck is plain olive canvas with no label, tag or printing".
The first fabric-detail attempt gave every button an embossed "H" monogram. The flat lay's buttons are plain worn brass. Same cause: the brand name.
We dropped the name again and specified "worn brass buttons with a plain face, no letters, monogram or logo on them". Button faces matched on the second try.
The street-style prompt said "background shopfronts softly blurred with no readable signs or logos". Nano Banana 2 still lettered "BISTRO" and "BOOKSHOP" on the shop signs.
Generic words are harmless, so we kept the image, but the model could just as easily write a real store's name. Choose locations without signage ("quiet residential street") or check every sign before publishing.
The studio prompt asked for the "left hand in the jacket's left hip pocket". The model used his right hand and the right pocket.
Left and right in poses are loose. Garment details written as "wearer's left" held across all five edits, so that phrasing is worth using for anything that must be on a specific side.
The ghost-mannequin result is mild. The shoulders have shape, but the body and hem stay fairly flat, closer to a jacket on an invisible hanger than a full hollow-body composite.
Good enough for a gallery image. For a true hollow-body look on a hero product, photograph the garment on a real mannequin and remove the mannequin in editing.

When to use another model

Nano Banana Pro

When an on-model shot combines several references (garment, model face, location) and Nano Banana 2 drifts. Pro follows long multi-reference instructions more reliably and costs more.

Kling 3.0

When you want the street-style or studio image to move; see our tested Kling 3.0 fashion video prompts.

Seedream 4.5

For low-cost 2K lifestyle backgrounds where the garment is not the main subject.

Do it in Blurbly without writing prompts

  1. Add a flat lay or hanger photo with + Product. Lay the garment straight so the pockets, collar and buttons are all visible; the plan can only keep what the photo shows.

  2. List the shots in one line and name the details to keep, for example "ghost mannequin, on a model and a street-style shot, keep the pockets and buttons exact". Leave the brand name out unless it is printed on the garment.

  3. Read the Image list and zoom into the watermarked previews. Check the inside of the neck and the button faces first, since that is where our test invented branding.

  4. Tap Unlock, the paid step, to get the images at full resolution.

Get shots like these from one product photo

Blurbly plans the shots, writes the prompts and picks the model. You see the plan before you pay.

Make clothing photos from your flat lay

Frequently asked questions

Can Nano Banana 2 keep my garment the same across on-model shots?

In this test the collar, pocket layout (including which side the chest pocket is on), stitching color, length and fit held across five edits from one flat lay. What drifted was decoration: a label and monogrammed buttons appeared when the brand name was in the prompt. Check trims, labels and hardware first.

Do I need a photo of a model?

No. Both people here were generated from the prompt. If you need the same face across a whole collection, add a model photo as a second reference; Nano Banana 2 on Blurbly accepts up to 14 reference images.

Can I make a ghost-mannequin image from a flat lay?

Yes, with limits. Ours shows the inside of the collar and shaped shoulders, but the body stays flatter than a professional composite. It works as a gallery image; check that the hem and cuffs still match the real garment.

What resolution and ratios does Nano Banana 2 support?

On Blurbly it generates at 1K, 2K or 4K, in ratios from 1:8 to 8:1. Our 2K files are 1856×2304 at 4:5 and 2048×2048 at 1:1. Prices are on the Nano Banana 2 model page.

Is it okay to sell clothing with AI-generated on-model photos?

Rules differ by marketplace, so check yours. Whatever they say, the color, cut and details in the image must match what you ship. Compare each image against the real garment, and use your own photography where fit is the main selling point.

Sources