product-in-hand-shotslisted
Install: claude install-skill apimageorg/apimage-skills
# Products in Hand
A hand holding a product does three jobs at once: it establishes scale, it demonstrates use, and it adds human presence. That's why it's one of the highest-converting gallery images.
It's also the shot most likely to produce a six-fingered hand.
## Why hands are hard
Hands have many joints, they self-occlude, they deform, and the model has seen them in every configuration. The result is the well-known failure mode: extra fingers, missing fingers, joints bending the wrong way, thumbs on the wrong side, fingers merging into the product.
None of it is fixable by prompting harder. It's mitigated by **giving the model less hand to get wrong.**
## The mitigations, in order of effectiveness
**1. Crop the hand.** A hand entering frame from the edge, cropped at the wrist or mid-forearm, has far less visible structure than a full hand on a plain background.
**2. Wrap the fingers.** Fingers curled around the product hide most of the joints. Splayed fingers expose every one of them.
**3. Occlude with the product.** A hand mostly behind the product shows only what's needed.
**4. Keep it out of focus.** A hand at the edge of a shallow depth of field is softer and more forgiving.
**5. One hand, not two.** Two hands doubles the failure surface and adds the problem of them relating correctly.
**6. Just photograph it.** For a critical gallery image, one real photo of a hand holding the product removes the entire risk class. Then generate scenes around it with `re