Anatomy of a 200-SKU production with AI photos and videos

A 200-SKU AI production is not won by generating faster. It is won by designing the workflow: inputs, priorities, models, approval criteria, formats and batch review. Without process, volume only multiplies errors.

What to check before deciding

1. Group SKUs by visual family and difficulty.
2. Define PDP, PLP, campaign and video formats before producing.
3. Create a pilot sample with complex garments.
4. Review by batches, not isolated pieces.
5. Measure approved assets per internal hour.

Why DELFI changes the workflow

DELFI is built for this type of scale. The concierge service organizes inputs and review; the brand-trained AI layer sustains fabrics, fit and style; and delivery can exceed 1k on-brand assets per production. This architecture allows growth without turning every SKU into a battle.

How to make it practical

To make it practical, turn the criterion into an internal checklist and use it before starting production. AI performs better when the team arrives with clear priorities: what must be protected, what may vary and which error blocks publication.

Practical rule

If you are producing volume, do not start with the image. Start with the system. DELFI exists so that system can be external, premium and easy to operate.

Operational detail

The right way to evaluate this topic is not to judge a single image in isolation, but to check whether the workflow can repeat quality by batch, protect visual identity and reduce internal back-and-forth. That is where a concierge production usually wins over a generic tool.

Want to learn more? I invite you to visit the DELFI website at https://delfiplus.com/.