How it works
Unlike masked inpaint which can look “pasted”, Kontext reasons over the whole image: it places and blends the damage into the panel with consistent shadows and reflections.
Ideal to manufacture believable claims from real vehicle photos — the raw material of a realistic test set, no studio.
Key points
- Instruction editing: damage integrated, not pasted.
- Preserves the vehicle, background, light and angle.
- 4 credits / image — realistic tier.