Accuracy threshold
List what must be pixel-accurate: labels, color, dimensions, interaction and claims.
Product and brand teams
Choose AI or CGI by the kind of control your product shot needs
AI and CGI can both create product imagery, but they solve different production problems. CGI offers explicit control over geometry, camera, lighting and repeatability when suitable 3D assets and technical setup are available. AI can explore or generate imagery quickly, especially for atmosphere and concept development, but precise labels, shapes, motion and repeatable product details may need additional controls and finishing. Many campaigns combine methods. Choose by accuracy requirement, schedule, assets, shot count and how the visuals will be reused.
Direct answer
A production choice about control
Neither label guarantees quality or speed. A production team needs to test the hardest representative shot—such as tiny label text, transparent material or a moving camera—before committing to a full campaign route.
Use a hybrid pipeline when each method contributes a clear strength, with compositing, color and human review maintaining a coherent final image.
Definition
CGI creates a scene from digital models, materials, lighting and cameras; generative AI synthesizes or transforms imagery from learned models and instructions.
Decision checklist
Run a representative-shot test
Asset readiness
Check CAD, scans, photography, 3D models and existing product references.
Version needs
Estimate how many future angles, products, regions and campaign refreshes must be supported.
Approval path
Review the test with product, brand and legal owners at final delivery size before scaling.
Comparison
Match the method to the shot
| Requirement | CGI tends to fit when… | AI tends to fit when… |
|---|---|---|
| Exact packaging | Label, geometry and reflection require repeatable precision. | The product can be checked carefully and minor details are not hero-critical. |
| Rapid visual exploration | A model or scene already exists and can be iterated directly. | The team needs broad early concepts, moods or environment options. |
| Repeatable camera moves | The same asset must support multiple angles or future edits. | Shots are more illustrative or can be finished as discrete compositions. |
| Campaign world | A controlled digital set must carry complex interaction and lighting. | Atmosphere and environment can benefit from generative variation with comp review. |
FAQ
AI and CGI questions
Test the shot that matters most
Send a product reference and the hardest campaign shot. We’ll recommend the right balance of CGI, AI and compositing.