The short answer: Copy a prompt, paste it, and set the ratio and size printed under it. GPT Image 2.6 follows named materials, a light direction, a lens, and a stated frame far more closely than stacked adjectives. The 50 prompts below sit in eight groups, each one sentence you can paste as-is, each with a suggested ratio and size tier. They were designed from how the model reads a brief, not ranked by test runs, so treat them as strong starts.
What makes a prompt work on 2.6
Four things carry a product prompt on 2.6: material, light direction, lens, and frame. Everything else is decoration.
Name the material, not the mood. "Matte ceramic" gives the model a surface to render. "Premium" gives it nothing, and that gap is the fastest fix for a weak prompt.
Give the light a source and a direction. "One softbox above left" is a plan the model can run. "Beautiful lighting" leaves a guess, and the model guesses flat.
Pick a lens and a height. A 100mm macro at surface level shows grain, and a 35mm at chest height shows a room. No lens means the same soft mid-frame view.
Decide the frame first. Say 4:5 and where the empty space sits when a caption is coming, or the object lands centered with no air.
| Weak on 2.6 | Why it fails | Rewrite that works |
|---|---|---|
| "stunning product photo, 8K, award winning" | no object, light, or camera | "matte ceramic mug, softbox above left, 100mm macro" |
| "beautiful lighting" | no source or direction | "hard sun from the right, shadow across the seam" |
| "minimalist background" | no color, no surface | "seamless warm grey paper sweep, no props" |
| "premium packaging" | a price claim, not a material | "matte black box, debossed logo, 300gsm board" |
| no aspect ratio | the model picks the crop | name 4:5 first when the crop matters |
Quote any label string exactly and say where it sits. The prompt guide covers that rule.
These prompts are designed, not ranked
No controlled test stands behind these 50 prompts. They were written from the rules above, which follow OpenAI's own prompting docs. Nothing here claims a hit rate or a winner.
Treat each one as a strong draft: run it, see what broke, change one thing.
Read the settings line before you paste
The settings line is part of the recipe, not a footnote. Ratio changes composition, size changes detail and price.
The ratio menu runs from auto to 21:9, eleven options in all. Sizes are 1K, 2K, and 4K. Credits follow the size tier, not the token count.
| Size | Flare | Sunburst | Use it for |
|---|---|---|---|
| 1K | 20 | 26 | drafts and layout checks |
| 2K | 30 | 39 | most listing and social images |
| 4K | 60 | 78 | small label type, then crop down |
flare is small and fast, and sunburst is the base variant with more detail and tighter edits. Start on flare, then switch for a frame with fine type. low and medium cost the same here, and high adds 50%. Rates are on the pricing page.
White-background product shots
A white sweep works only when the object is lit separately from the backdrop. These seven keep the edge readable.
Matte black kettle on seamless white, softbox above left, 85mm, reflection under the base. 1:1, 2K, flare
Cream stoneware mug centered on pure white, large softbox overhead, shadowless fill, 100mm macro. 1:1, 2K, flare
White leather sneaker at 45 degrees on white, hard light right, stitching visible, 50mm. 1:1, 2K, flare
Frosted glass serum bottle on white, backlit liquid edge, 90mm, soft contact shadow. 4:5, 2K, flare
Matte over-ear headphones on pure white, three-quarter view, soft key from front left, 70mm lens. 1:1, 2K, flare
Amber glass candle jar with a paper label on white seamless, warm key left, 100mm. 1:1, 2K, flare
Navy canvas backpack upright on white, soft top light, fabric weave visible, 50mm, eye-level. 1:1, 2K, flare
For the object alone, ask for a cutout and follow the transparent background guide.
Lifestyle scenes
Lifestyle shots sell the situation, so the product should not be the brightest thing. Let the room carry the light.
Black coffee in a ceramic mug on a wooden windowsill, low sun raking left, steam, 35mm. 3:2, 2K, flare
Leather weekender bag on a hotel bed, late afternoon window light, crumpled linen sheets, 35mm. 3:2, 2K, flare
Skincare bottle on a bathroom shelf beside wet marble, overcast daylight, water droplets, 50mm. 4:5, 2K, flare
Running shoes on a wet sidewalk at dawn, cold blue light, puddle reflections, 35mm. 3:2, 2K, flare
Chef knife on a flour-dusted board, warm pendant light, crumbs and a folded cloth, 50mm. 4:3, 2K, flare
Linen tote bag on a café chair, midday shade, dappled light through leaves, 50mm lens. 4:5, 2K, flare
Desk lamp lit over an open notebook at night, warm pool of light, 35mm. 16:9, 2K, flare
Flat lays
A flat lay is a spacing problem before it is a styling problem. These six fix the lens overhead and ask for even gaps.
Top-down linen shirt, brass watch, and sunglasses on grey concrete, hard midday light. 1:1, 2K, flare
Overhead flat lay of three amber dropper bottles on cream linen, window light, empty space top right. 4:5, 2K, flare
Top-down breakfast on dark wood: toast, jam jar, coffee cup, hard side light, 35mm lens. 3:2, 2K, flare
Five skincare bottles in a diagonal row on white marble, top-down, soft light, even gaps. 1:1, 4K, sunburst
Top-down fountain pen, notebook, and envelopes on navy felt, single soft key, edges aligned. 4:3, 2K, flare
Overhead hiking gear on a green tarp: boots, map, compass, thermos, overcast daylight, no overlap. 1:1, 2K, flare
In hand and on body
Hands and bodies fail when the crop is unstated. Each of these names the framing.
Hand holding a white mug against a soft grey wall, side light, 50mm, ring on the thumb. 4:5, 2K, flare
Wrist wearing a slim gold watch, cream knit sleeve pushed back, window light, 85mm. 1:1, 2K, flare
Model in an oversized denim jacket against bare concrete, full body, overcast daylight, 50mm lens. 4:5, 2K, sunburst
Two hands holding a leather notebook open at a café table, warm light, face out of frame. 3:2, 2K, flare
Man's hand holding a matte black phone case at chest height, street blurred behind, daylight. 4:5, 2K, flare
Model from the shoulders down in a ribbed beige knit, white floor, soft frontal light, 85mm. 2:3, 4K, sunburst
Packaging and label close-ups
Label prompts need the exact string in quotes and a size tier that holds it. 4K earns its credits here.
Macro of a kraft coffee bag label, serif type reading "SINGLE ORIGIN", raking light, 100mm. 1:1, 4K, sunburst
Glass jar label reading "RAW WILDFLOWER HONEY" in small print, soft daylight, 90mm, full size. 1:1, 4K, sunburst
Matte black box with a debossed logo on white, three-quarter view, hard light on the emboss. 1:1, 2K, sunburst
Stand-up coffee pouch on grey, front panel reading "DARK ROAST", foil texture catching light, 70mm. 4:5, 2K, sunburst
Folded cardboard shipping box with a printed kraft label, top-down, soft overhead light, 50mm. 3:2, 2K, flare
Stack of uncoated business cards on walnut, raking side light showing the letterpress bite, 100mm. 4:3, 4K, sunburst
Material and texture close-ups
Texture prompts live or die on light angle. These six lay a low light across the surface.
Macro of brushed aluminum, shallow diagonal light revealing fine grain, 100mm, no background. 1:1, 2K, sunburst
Macro of full-grain leather, visible pores and a stitched edge, warm side light, 100mm lens. 1:1, 2K, sunburst
Close-up of ribbed cotton knit over a shoulder, window light, 85mm, fiber detail in focus. 4:5, 2K, flare
Macro of a ceramic glaze with fine crazing, cool light from above, unglazed foot ring. 1:1, 2K, sunburst
Cold-pressed juice close-up, pulp and condensation on the glass, backlight, 100mm, bubbles. 4:5, 2K, sunburst
Macro of woven rattan with a brass rivet, hard sunlight casting cross shadows, 100mm lens. 1:1, 2K, sunburst
Holiday and seasonal
Season reads through props and color temperature, not the word "Christmas". These six build it from objects.
Red glass candle on a pine branch with fake snow, string lights as bokeh, 50mm, space left. 16:9, 2K, flare
Gift box in matte kraft paper with a linen ribbon under a tree, warm tungsten light. 4:5, 2K, flare
Sunscreen bottle standing on hot sand, hard midday sun, sharp shadow right, ocean blurred behind. 4:5, 2K, flare
Amber syrup bottle on a dark autumn table with dried leaves, low warm light. 1:1, 2K, flare
Pastel gift set on a lilac backdrop with painted eggs and spring flowers, flat lay. 1:1, 2K, flare
Black tumbler on a porch step with carved pumpkins out of focus, cool moonlight, warm fill. 3:2, 2K, flare
Square social images
A square image needs a named empty zone. These six leave room for a caption later.
Square product ad: matte white bottle on peach, hard shadow right, empty band across the top. 1:1, 2K, flare
Coffee bag on cream with one circular shadow, empty third of frame on the right. 1:1, 2K, flare
Square overhead smoothie on terrazzo, bright daylight, 50mm, clear space below for a caption. 1:1, 2K, flare
Square close-up of a gold hoop earring on a bare shoulder, warm rim light, dark background. 1:1, 2K, flare
Square flat lay of three lipstick tubes on red, hard light, strong shadows, no text. 1:1, 2K, flare
Square lifestyle shot of sneakers on a painted blue step, midday sun, open sky above. 1:1, 2K, flare
To run one prompt across a catalog, attach the product as a reference image instead of describing it again. The site takes up to 16 references, which holds one product and one light across a set. The photo editing guide covers the change-and-preserve pattern.
FAQ
Do I need to write the aspect ratio inside the prompt?
Yes. Name the ratio in the prompt and set the same value, so the crop matches the layout.
Is 4K worth the extra credits for product photos?
Only when fine type or a later crop needs it. A 4K Flare frame costs 60 credits against 30 at 2K, so settle the layout first.
Can I reuse one prompt across a whole catalog?
Yes, with a reference image. Attach the product, keep the scene, lens, and light fixed, then change only the backdrop.
Why does the model invent text on my product?
Because the prompt described a label instead of quoting it. Quote the words, say where they sit, add "no other text", and set 4K.
Are these the best performing prompts?
No, and nobody can honestly say that. They are designed prompts, not ranked results. Run one, see what broke, change a word.
Sources
- Image generation guide — variant split, reference limit, quality settings.
- Image prompting guide — quoted text, one change per run.
- API pricing — per-token rates.
- GPT Image 2 prompting guide — five-slot template, vague versus visual.
- Prompts for Social Creatives — format-first structure.
Revision log
- November 5, 2026 — Page published.