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Get Started Free →Generate rights-cleared paid-ad product photography variants from an authorized source image and validated brand profile. Triggers on: product photo, product photography, virtual photoshoot, photoshoot, enhance product image, studio shot, lifestyle shot, lifestyle product image, floating product image, ingredient shot.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 8% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -13% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -5% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -60% | 0% |
| case-17 | ✗→✓ | ▲ Improved | -63% | 0% |
product facts, intended placements, provider capability, cost ceiling, and output root.
the operator explicitly approves a change.
story, scale/detail, or lifestyle; do not imply unsupported product outcomes.
provider/model, cost, output hashes, and dimensions.
Human review is mandatory. Do not create deceptive before/after evidence, people or endorsements without authorization, or regulated claims from visual implication.
Other measured skills in the registry, with their headline benchmark lift.