Make the catalog dependable before you make it beautiful.
Catalog photography earns trust through repetition: the same scale, background, angle and honest product detail from one tile to the next. The creative move is deciding those rules well once.
A product reference becomes a useful packshot only after shape, seams, hem and color survive review.
The point of view
Consistency is part of the product information.
Choose the background hex, crop, camera height, scale and shadow before running the assortment. For an on-model catalog, add one cast and one approved stance by category.
Create batteries by item type. Tops need front, 45-degree, back and detail; footwear needs side elevation, front, rear three-quarter, overhead and stitching macro. One generic “product photography” prompt cannot see the questions a shopper asks.
Make it
From blank page to a production-ready first set.
Work small until the cast, product and photograph agree. Then make the system repeatable.
01
Set the house frame
Fix aspect ratio, background color, crop, camera height and shadow behavior.
02
Build one category battery
Make prompts around the information needed for tops, dresses, footwear, bags or jewelry.
03
Pilot difficult SKUs
Choose prints, black-on-black, shine, layered construction and unusual closures—not only the easiest product.
04
QA, then batch
Compare every output to the source for shape, color, print, scale, seams, logo and missing parts before the pack reaches the full catalog.
Prompt book
Prompts you can actually start from.
Replace the placeholder IDs with your Astria references. Keep the factual product and identity instructions; change the creative language until it sounds like your brand.
Example result
Volumetric dress packshot · 4:5
<faceid:DRESS_ID:1> dress as a high-end volumetric ghost-mannequin packshot, straight front view, natural three-dimensional body volume without a visible person or mannequin. Preserve exact neckline, sleeves, waist seam, closure, hem and fabric color. Seamless light grey background #f2f2f2, soft contact shadow, centered consistent scale, clean catalog lighting. No extra accessories, no body parts, no redesigned garment --background_color #f2f2f2
Why this worksIt separates the desired volume from any visible model and pins the catalog background.
Example result
Footwear side elevation · 4:5
<faceid:SHOE_ID:1> shoe, strict side elevation with toe pointing right and heel left, camera level with the shoe centerline. Preserve sole thickness, heel shape, stitching, panels, laces, material and logo placement. Seamless light neutral grey studio background #f2f2f2, realistic contact shadow beneath product, natural scale. No foot, no model, no extra objects, no compression or squashing.
Why this worksDirectional and camera language makes the required product view unambiguous.
Example result
On-model PDP · 3:4
<faceid:MODEL_ID:1> woman wearing <faceid:TOP_ID:1> top and <faceid:TROUSERS_ID:1> trousers. Full-length front PDP photograph, neutral comfortable stance, top untucked, trousers reach the shoes. Same crop and scale as the catalog master, plain background #f5f5f5, even softbox light, true garment color --background_color #f5f5f5
Why this worksThe same house frame can serve every SKU while the references change.
Choose the tool by the photograph
There is no single “best model.” There is a best next move.
Nano Banana / Gemini
On-model catalog and controlled edits
Useful for combining model and product references while keeping the house frame.
Seedream 5
Reference-heavy products
A candidate for layered looks and complex product context; keep QA itemized.
Post-processing background color
Exact catalog backdrop
Use Astria’s background-color option when a precise hex matters. Prompt wording alone can drift.
Model availability changes. Astria added Recraft V4.1 in May 2026; check the current model catalog before production. See Astria changes
Show me the money
Templates move the cost from every SKU into the first good decision.
Track approved cost per SKU—including corrections and rejection—not just generation price. The gain is a lower repeat cost after the category battery passes.
Fixed background and scale
Category-specific shot batteries
Pilot QA before high-volume spend
See the work
See the garment and the packshot together.
The 3D Packshots workspace exposes the source dress, the resulting volume, and a reusable dress template.
Build it with Astria Skills
The craft can live in your workflow.
The open-source Astria skills turn these methods into guided work with the Astria CLI. Read the skill, adapt the judgment, and keep every generation reviewable.
store-photoshoot
Contains the item-by-item shot batteries and pilot QA checklist.
