Car dealerships have a universal problem: the inventory never stops, but great photography is expensive, slow, and logistically painful. You can't exactly shut down a parking lot for a shoot.
This client came to me with a batch of car photos taken on-site - parking lot backgrounds, random objects in frame, inconsistent lighting. Usable, but far from sales-ready.
The solution: batch AI retouching using Higgsfield's Auto model. Clean backgrounds, fixed lighting, distracting elements removed - applied across the entire photo set in one workflow.
The Auto model handled it well. Car retouching is actually a strong use case for this approach because vehicles have clear, defined edges and consistent geometry - which gives the model enough structure to work with accurately at scale. The results looked professional without any manual editing on my end.
The client was happy. Happy enough to send another 150 photos for the next round.
This is exactly the kind of repeatable service AI makes possible - one solid workflow, delivered fast, with results that hold up. No photographer, no studio coordination, no scheduling headaches.