Choose the production method around what the image must establish. AI can contribute to a visual setting, while real product photography may be necessary to show details and use accurately.
Start with the image's purpose
A product-page image may need to show colour, surface and size precisely enough for a customer to choose. An ad may introduce the item or show a use case. Both require accuracy, but different details need to be visible.
List the required images before choosing a method. Separate product close-ups, usage images and atmospheric scenes. A successful result in one category does not establish suitability for every image.
When the product itself is the evidence
Use its actual appearance as the reference, especially where text, materials, fit or mechanisms matter. A bag showing a specific pocket cannot be replaced by something that merely resembles another bag in the category.
A real photograph can be the natural starting point for these details. It still needs proper production and review: lighting, retouching and perspective can make a photograph misleading too. No method replaces review with the product owner.
When a combination fits better
You can retain an approved product photograph while creating backgrounds, arrangements or graphic elements around it. Check edges, shadows, perspective and scale. The result must form one coherent scene and represent the item accurately.
In a hypothetical example, a lamp has a distinctive shade. Keep the lamp from an original photograph and explore different room backgrounds. Approval needs to check both its identity and whether the depicted light fairly represents the product. This is a production idea, not evidence of higher sales.
Compare the whole assignment
Request quotes for the same image list and delivery requirements. Include preparation, product access, photography or generation, editing and review. One inexpensive generation may take many attempts; a shoot may produce several usable angles from one setup.
Include internal time spent finding images, masking products or checking labels. A universal savings percentage cannot replace a specific brief and actual quote.