One trial visual looks good, and a company orders a whole catalogue series. Later, transparent products need another approach, lettering must be restored manually and the required format does not fit the original composition.
A pilot checks whether the process and files suit the actual task. Include representative difficulties and acceptance criteria agreed beforehand.
Define the decision the pilot should support
Clarify the purpose: catalogue, campaign, presentation or seasonal setting. Name mandatory formats and protected product features.
State the pilot question: can it produce accurate, consistent files, what inputs are needed and how much manual work remains? Checking whether “AI can make nice pictures” is insufficient.
If product accuracy matters more than surroundings, consider photography or combined methods. See AI images and product photography.
Select products by difficulty, not convenience
Group the assortment by simple shape, complex construction, transparency, reflections, small graphics or materials. Choose trial products representing important groups.
Include a challenging item and one with a critical detail. The easiest photograph does not reveal what happens across the catalogue.
Illustrative example. A twenty-product series pilots opaque packaging, a transparent bottle and an item with small markings. This is not a universal sample count; it checks three difficulties before expansion.
Prepare inputs and acceptance criteria
Provide photographs, exact graphics, dimensions and protected properties. Specify which environmental parts can be created freely.
Agree criteria: correct model, readable markings, credible material, no extra parts, shared treatment and suitable format. Assign product and visual approvers.
Review series images together. A shared reference approach is covered in consistent AI visual series.
Check the entire path to the finished file
Include editing, revision handling, cropping and export, not just the initial result. Assess the material you can actually publish.
Open files in a page or ad layout. Check resized details and unwanted overlaps. Record manual accuracy operations as part of the process.
For each item, record errors and corrections. If no acceptable result emerges, identify poor inputs, an unsuitable method or a requirement the current process cannot fulfil.
Assess repeatability and cost components
Record preparation, scene creation, retouching, checking and adaptations. Do not extrapolate one simple product's time across the assortment without difficulty groups.
Define a finished image and how additional views and formats are priced. The structure appears in AI visualisation costs.
Decide whether to expand the method, change inputs, split products between methods or stop. A pilot need not validate the original idea; identifying a limit can prevent an unsuitable order.
A pilot record
- Task, future volume and mandatory formats.
- Difficulty groups and trial products.
- Inputs, protected properties and permitted changes.
- Acceptance criteria and owners.
- Errors, corrections and final-file suitability.
- Work components and conditions for expansion.
- Decision and limitations to retain in the brief.
Discuss a pilot through AI visual content, providing tasks and trial items. Agree scope, formats and later production beforehand. Several checked files support a decision but do not guarantee equal difficulty across remaining products.