Sanjeev Kumar.
← AI in Practice
Carpisa / AI-assisted product imagery

The bag had to stay the bag.

Collection imagery and close-up details for A+ content. Nearly 900 PDP lifestyle images in two weeks. Both needed to look right without losing the real product.

My part: I set the visual strategy and creative direction, built the PDP production system and its review gates, and worked with my team to check each larger batch before it moved on.

~900PDP lifestyle images
2 weeksPDP production window
20 / 100Automated / human PDP review rhythm
A+ content

A collection has a look. The details still matter.

The A+ work moved between wider collection images and close product views. These examples show both, without turning the page into a catalogue.

Winona collection banner showing two women at a cafe with the bags clearly visible
Winona / collection banner

Two bags, one setting; both products remain visible.

Close view inside a navy bag showing the heart-print lining
Heart-print lining
Close view of a black bag's knotted handle and hardware
Knotted handles
Close view of striped fabric and contrast piping on a bag
Stripe and contrast piping
Nodi collection banner showing two women with the bags in an artisan-inspired setting
Nodi / collection banner
Sporty collection banner showing two women with bags on a tennis court
Sporty / collection banner
PDP images

Make the product easy to see.

For PDP, people need to see the actual product. Here is the original crossbody next to the lifestyle image we made from it.

Original product photograph of the black crossbody bag
01 / Product reference

The supplied bag photograph.

Finished lifestyle image showing the same black crossbody bag worn by a model
02 / Lifestyle image

Same silhouette and front panel, shown in use.

Finished lifestyle image showing a teal hard-shell suitcase being pulled by a model
Another category

The same system also covered luggage, with the suitcase kept central in the frame.

The PDP production system

Move in batches. Stop at the right moments.

I set up the inputs and the review gates so the team could make nearly 900 images without treating approval as an afterthought.

  1. 01 / INPUTProduct filesPhotos organised by product, angle and size.
  2. 02 / DIRECTIONCollection lookMatch each item to the client's sheet and the intended look.
  3. 03 / OUTPUTBatch of 20Generate a small set rather than the entire collection at once.
  4. 04 / AUTOMATED GATECheck and remakeCompare against references; recreate anything flagged before moving on.
  5. 05 / HUMAN GATEReview at 100My team or I decide whether the next set can begin.
Every 20

The automated check runs before the next batch.

Every 100

People review the work and prepare a client-ready presentation for approval.

What changed

Scale without skipping the checks.

We completed nearly 900 PDP lifestyle images in two weeks. The important achievement was the combination: a repeatable system, product-reference checks and human sign-off before the client saw each set.