Checklist for ecommerce directors evaluating AI photos
Evaluate talent, rights, product, operations and commercial evidence in an AI fashion content proposal.
DELFI ·
ecommerce directorai fashion photosai checklistdelfiai virtual talent
Cover image: production by DELFI for Topper.
An ecommerce director should not evaluate AI photos as a creative novelty. They should evaluate them as an operational improvement: more speed, lower hidden cost, better publishable quality and stronger consistency between catalogue and campaign.
What to check before deciding
- How many approved assets are delivered per batch.
- How many internal hours each batch consumes.
- How faithful the real garment remains.
- How errors are corrected and feedback is learned from.
- What final formats the team receives.
To prepare a representative learning sample, read AI Fashion Photo Pilot: How to Choose 10 SKUs That Actually Teach You Something.
Virtual talent and commercial intent
DELFI’s business criterion is not generated volume. Ecommerce leaders should connect virtual talent, approved assets and sales metrics while distinguishing evidence from promises.
DELFI is an AI virtual talent agency focused on online sales. Proprietary virtual models and licensed celebrity digital clones connect with physical garments, visual direction, production and human review.
How to make it practical
As a management rule, document every learning. A mature AI production does not depend on one inspired person, but on visible rules the team can reuse. Approvals, rejections, metrics and well-written comments are the system's quiet fuel.
Practical rule
The KPI is not how many images AI generates. The KPI is how many correct assets reach publication with less internal effort.
A decision record for moving forward
For each trial, record requested files, approved files, unresolved defects, your team’s hours and delivered formats. Separate fidelity defects from direction preferences. Move forward with the batch when each outstanding item has an owner and a validation method.
An ecommerce director’s review path
Follow one SKU from reference to intended publication. First check variant and construction, then the complete set of views and consistency with the catalog. Next evaluate whether casting and acting sustain brand direction.
Hypothetical example: an approved front view and a side view use different garment lengths. Record the rejection with the exact file identifier and the reference demonstrating the difference. “Review trousers” does not identify an executable correction.
Before closing, distinguish approved assets, missing evidence and decisions awaiting marketing. Writing actionable feedback.
Related service
Explore DELFI's production modes
Next useful read
How to Evaluate an AI Fashion Photo: What to Check Beyond “It Looks Nice”