12 prompts for product images that hold up on a product page

So these twelve are written differently. Each one assumes you are producing a set, and each one is split into a part you never change and a part you change per product.

A note before the list: all twelve start from a real packshot of your product. Generating a product from a text description is how you end up with something that is nearly your product. Start from the real thing and change the world around it.

The fixed block and the variable block

This is the whole idea, and it matters more than any individual prompt.

Write one fixed block for your brand and paste it into every prompt without editing it. Something like:

Photorealistic commercial product photography. Neutral warm daylight from the upper left, soft shadows, no colour cast. Camera at product height, 50mm perspective, product occupying the centre two thirds of the frame. True-to-source product colour and material. No added text, logos, badges or borders.

Then write a short variable block per image: the product, the setting, and nothing else.

A matt black kamado barbecue on a stone terrace beside a timber-clad outbuilding, late afternoon, planting in the background.

Fixed plus variable is what turns prompting into production. The moment someone rewrites the fixed block because they fancy a warmer look that day, your set starts drifting, which is exactly the drift described in what we learned producing at volume.

If you have brand guidelines, your fixed block is a translation of them. If you do not, writing the fixed block is a good way to find out what your guidelines actually are. We went through that in rules a model can follow.

Studio and catalogue

1. Clean catalogue shot

Product centred on a seamless light grey background, even soft light from the upper left, a single contact shadow under the product, no reflections on the backdrop, generous even margins on all four sides.

Use this as the backbone of a catalogue. The contact shadow is the detail that stops a cut-out from floating, which is the problem we described in where a cut-out stops being neutral.

2. Tonal studio shot with depth

Product on a warm sand-toned surface against a slightly darker wall of the same family, light raking from the left, a long soft shadow to the right, shallow depth of field behind the product.

For category headers and campaign use, where a flat catalogue shot is too plain.

3. Scale reference shot

Product photographed on a worktop beside a plain drinking glass and a folded cloth, same light as the catalogue shot, both reference objects fully visible and unbranded.

Underrated. For anything bought by size, a neutral everyday object next to the product answers the question that your dimensions table does not.

Interior and furniture

4. Furnished room, product in place

Product placed naturally in a bright contemporary living room with oak flooring, plain plastered walls, a window out of frame on the left, mid-morning daylight, minimal styling, no people.

5. The same room, a second market

The same setting adapted to a Northern European interior: paler floor, white walls, lighter textiles, cooler daylight, fewer decorative objects.

Pairing four and five is how you get a local version for a dealer without a second production run. The furniture version of this is in one product across ten interiors.

6. Installed detail

Close view of the product installed in position, camera slightly above, focus on the junction between product and surrounding surface, correct proportions, all fixings visible and plausible.

The image that answers the pre-purchase question nobody emails you about.

Outdoor, garden and sport

7. Terrace or garden setting

Product on a stone terrace next to a planted border, late afternoon daylight, soft long shadows, a house wall partly visible, nothing styled to look staged.

8. In-use, no face

Product in use, hands only in frame, natural movement, daylight, shallow depth of field, clothing in neutral colours.

Hands-only is a deliberate trick. You get the human warmth of a lifestyle image without committing to a model who then has to reappear consistently in everything else.

Tableware, food and packaging

9. Packaging hero

Packaging straight and front-facing, camera at label height, even soft light, all type on the pack sharp and legible, pale neutral background, no props.

The rule inside this prompt is the important one: if the type on the pack is not legible, the image has failed regardless of how good it looks.

10. Portion shot

The product prepared as the pack instructs, served on a plain stoneware plate, overhead light from the rear left, one linen napkin, no additional garnish beyond what is included.

"No additional garnish beyond what is included" is there on purpose. The rest of that argument is in pack, portion, proof.

Fashion and accessories

11. Accessory on a surface

Bag photographed on a smooth concrete surface, strap arranged naturally, light from the upper left, visible material texture, hardware sharp, no mannequin or hands.

12. Garment on a model, fixed persona

Garment worn by [your saved model description], standing relaxed, three-quarter view, same studio environment as the rest of the collection, garment falling exactly as the sample falls, print and logo in their real positions.

Note what that last clause does. It is the honesty rule from our article on AI models, written into the prompt where it belongs.

The words that quietly ruin a set

Some words feel like they add quality and in practice add variance, because every image interprets them differently:

• •cinematic, dramatic, moody: light that changes per image
• •premium, luxury, high-end: styling that changes per image
• •award-winning, stunning, perfect: nothing at all
• •enhance, improve, make it pop: an invitation to change your product colour

Replace each with the decision underneath it. Not "premium lighting" but "single soft source from the upper left, shadow falling to the right". A set built on adjectives cannot be reproduced next quarter. A set built on decisions can, which is the argument in a specification your range can follow.

Before an image goes on a product page

• •Is the product colour still the product colour, measured against your reference and not your screen?
• •Is the material still behaving like that material?
• •Is anything in the scene making a claim you cannot support, including accessories that are not in the box?
• •Does it sit next to the previous image in the set without jumping?
• •Is the file named so the people downstream can find it?

Five checks, under a minute, and they are the difference between a set and a pile.

In closing

A good prompt is not a clever sentence. It is a decision you made once, written down in a form that can be repeated by someone who was not in the room.

Write your fixed block first. The twelve above will get you further than they look, because the structure is doing most of the work.

Want us to write the fixed block with you and run it over a product family? See how it works, or try LensLab free with five credits.