A product photo ai prompt that works has to fix four things a model cannot guess: the surface, the light, the angle, and what stays untouched. Give it those and you get images a seller can actually list. Describe "a nice product photo of a coffee mug" and you get a plausible mug that is the wrong mug.
Below are four templates, one for each shot type most listings need, plus the check that catches the failure mode nobody warns you about, which is an image that looks right and shows the wrong product.
The four shots your product photo set should cover
Studio is the catalogue image: clean background, controlled light, the product doing nothing. It carries the detail and it is the image buyers zoom into.
Lifestyle places the product in the situation it is bought for. It carries desire, and it sells better than the studio shot in almost every category where context matters.
Flat lay is overhead, arranged, usually a group of items or accessories. It shows what comes in the box and reads well as a secondary image.
A scale shot puts the product beside something of known size. It prevents the most common buying objection, which is not knowing whether the thing is big.
Most sellers need four to six images per listing. One prompt run per shot type is enough to cover them.
Copy-ready studio product prompt
Studio product photograph of [product name and exact description], for an online store listing. Place the product on [surface, for example a matte off-white acrylic sheet], against a [background colour] seamless background. Light it with a single large softbox at [position, for example 45 degrees to the left and slightly above], and one white bounce card on the opposite side. Camera at [angle, for example eye level for a bottle, slightly above for a box], lens look equivalent to an 85 mm lens with mild depth of field. Show [specific feature the buyer checks, for example the screw cap and the seam along the lid]. Keep the product's shape, colour, proportions and label exactly as described. Do not add props, hands, plants, dust, water droplets or reflections of other products. Do not crop the product. Do not invent text on the label. If the description is not enough to identify the product, ask me for the missing detail instead of guessing.
Fill in these details
- Product name and description: material, colour, dimensions, and the parts that must not change.
- Surface: what the product sits on. It controls the shadow and the sense of price.
- Background colour: name it, because "clean" produces whatever the model prefers.
- Key light: one source and one position. Two light sources named in one phrase will cancel each other out.
- Camera angle and lens: eye level, three-quarter view, or top-down, plus the lens feel you want.
- Feature to show: the one detail that settles a purchase question.
Variation: same product, new surface and light
Keep [paste the studio prompt above] exactly as written. Change only the surface to [new surface] and the light to [new light]. Keep the product description, angle, background colour and camera unchanged. Do not restyle or restage the product.
Scale shot: put the product beside a known object
Studio photograph of [product] standing on a plain white surface beside [reference object of known size, for example a standard credit card or a 350 ml tin can], both fully visible and touching the same surface. Camera at the same height as the middle of the product, straight on, so the two heights can be compared directly. Do not crop either object. Do not change the size of either object. Do not add any other reference object.
Lifestyle prompt: the product in the moment it is bought for
Lifestyle photograph of [product] being used by [the person type you sell to] in [the real setting, described concretely]. Time of day: [morning, late afternoon]. Light comes from [where and what kind]. The person's [hands or partial figure] are visible doing [one action], cropped so no face is the focus. Keep the product fully visible and in sharp focus. Do not show a face. Do not change the product's colour, shape or label. Do not place it in a different room or a different activity. Do not add brand names on clothing. Do not make the setting look staged or showroom-clean. If the setting would not be recognisable as [the situation], change the setting rather than adding more objects.
The single biggest difference between a lifestyle shot that works and one that does not is whether the setting is named specifically. "Cozy kitchen" produces a stock-photo kitchen. "Small kitchen counter by a window, drying rack with two plates, early morning light" produces a place you can believe.
Flat lay prompt: overhead and arranged
Overhead flat lay of [product] with [the accessories or related items that come with it], arranged on [surface, for example pale oak wood or a warm linen cloth]. The arrangement should look placed by a person, not poured out: [describe the composition, for example the product slightly off centre with accessories fanned beside it]. Soft directional light from the upper left, gentle shadows, no props beyond the items listed. Keep every item fully within the frame with breathing room around it. Do not add items that are not listed. Do not overlap the product with another object. Do not add hands, plates of food, flowers or stationery unless listed. Do not render text on any item. Do not tilt the camera or introduce perspective; this is a straight top-down view.
Flat lays go wrong through accumulation. Every extra item you mention is another chance for the model to change your product's colour, so list only what belongs in the box.
Worked example: one ceramic mug, four shots
A seller has a stoneware mug, matte glaze, speckled clay body, 350 ml, with a straight cylindrical handle.
| Shot | Surface | Light | Angle | Prompt line that carries it |
|---|---|---|---|---|
| Studio | Matte off-white acrylic | Single softbox at 45 degrees left | Eye level | "Keep the speckled glaze and straight handle exactly as described" |
| Lifestyle | Windowsill beside a closed notebook, morning light | Window light from the left | Slightly above, hands wrapping around the mug | "Show the mug held with both hands, no face in frame" |
| Flat lay | Warm linen cloth | Soft directional light from upper left | Straight top-down | "Mug slightly off centre, saucer and teaspoon fanned beside it" |
| Scale | Plain white surface | Even soft light | Straight on at mid-height | "Mug beside a standard 350 ml tin can, both fully visible" |
The mug's identity lives in two words: speckled glaze and straight handle. Repeat those in every prompt, and check the generated image against the physical mug before it reaches a listing.
Check the image before it goes near a listing
1. Compare the shape, colour and label with the real product
Put the generated image next to the actual item. Check the handle, the seam, the lid line, the label position and the colour. Models get all of these wrong without warning, and a listing photo that shows the wrong variant generates returns rather than sales.
2. Check the light direction against the shadows
Pick one shadow in the image and confirm it falls away from the light you specified. If two shadows point in different directions, the prompt named more than one source.
3. Check that nothing unlisted appeared
Look for extra accessories, hands, props, plant shadows, and reflections of a second product. Anything not in your list is a generation artefact and should be regenerated, not cropped.
4. Check the platform's own rules
Marketplaces change their image requirements, background rules and text rules regularly. Read the current listing guidelines for the platform you sell on rather than trusting a photo guideline written last year.
Common product photo prompt mistakes
- Describing the product by category. "Modern ceramic mug" gives the model freedom. Name the glaze, the handle and the size.
- Vague surfaces. "On a nice background" produces a gradient with no shadow, which reads as a render.
- Listing props you do not ship. Every prop is a chance for the model to alter your product.
- Asking for text on packaging. Label text is unreliable. Keep it out of frame or add it in your editor.
- One prompt for all four shots. Vary the surface and light in a separate run rather than asking for four images at once.
- Trusting the first generation. Four variants of the same shot costs less than one bad listing image.
Frequently asked questions
Can I use AI product images on Amazon or Etsy?
Platform rules on AI-generated imagery change, and some categories have specific requirements about background, scale and accuracy. Check the current policy for the platform and category before you publish, and never let a generated image misrepresent the item you will ship.
How do I get the same product across all four images?
Repeat the identical product description in every prompt, including material, colour and the one distinguishing feature. Change only the surface, the light and the angle between runs, and regenerate when the model drifts.
What is the best aspect ratio for a listing image?
The right ratio depends on where the image will be shown, and marketplaces specify their own requirements. Pick the ratio your platform asks for before you generate, then crop rather than regenerate when you need a second ratio.
Generate one listing set before you build a template
Run the four prompts for one product you sell, keep the fills that worked, and turn them into your own reusable template. For the composition and lighting thinking that sits behind all four shots, browse the photography and visual storytelling prompts.