Commercial workflows
Hero image from product reference
- Upload the product image with
genmedia upload. - Search for image editing, reference image, or product photography models.
- Inspect schema and choose the fields that preserve product identity.
- Prompt for surface, lighting, crop, and background. Keep the product invariant short and exact.
- Run with
--download "./outputs/commercial/{request_id}_{index}.{ext}". - Reject outputs with altered logos, warped packaging, or invented text.
Text-to-image product concept
Use when no reference exists or the user wants early creative exploration.
- Ask or infer product category, materials, and brand tone.
- Generate 2 to 4 controlled variants if the model supports count.
- Keep each variant different by one dimension only: background, lighting, camera angle, or prop set.
- Pick the strongest frame before moving to video or batch production.
Product reveal video
- Create a still hero frame or upload the user's approved product frame.
- Search image-to-video models and inspect
duration,aspect_ratio, image input, seed, and motion controls. - Keep motion simple: push-in, turntable, parallax, reveal, pour, unwrap.
- Run async, then download from
genmedia status. - If the product changes shape, reduce motion and strengthen identity constraints.
E-commerce batch
- Build a base prompt with exact product invariants.
- Create a small matrix: white background, brand-color background, lifestyle, scale/detail, packaging close-up.
- Use consistent output naming with
{request_id}_{index}. - Return a table of output path, concept, endpoint, and notable defects.
Ad creative set
Produce separate assets for:
- Hook frame: product and benefit visible in under one second.
- Proof frame: product detail, ingredient, feature, texture, or before-after.
- Lifestyle frame: human or environmental context.
- Conversion frame: clean safe-zone layout for external text and CTA.
Do not generate legal claims, pricing, discounts, or health claims unless the user supplies the exact copy.