Examples

Workflow examples: from one identity to reusable commercial assets

These examples follow real production paths. Approve one AI presenter or ecommerce model identity first, then expand it into outfit shoots, product scenes, livestream visuals, avatars, and ad concepts.

Real workflow paths

Review whether the source identity is worth saving first, then judge whether expanded assets can enter actual production.

Source identity A full-body base image suitable for saving as a model profile
A full-body base image suitable for saving as a model profile
Expanded result Open the model workspace to generate outfit, studio, and detail-page assets
Open the model workspace to generate outfit, studio, and detail-page assets

Apparel launch workflow

Approve one clean model base image, then expand the same identity into outfit shoots, detail-page references, and ad directions.

  1. Create ecommerce model
  2. Save as model profile
  3. Choose outfit shoot
  4. Review face, garment shape, and edges
Apparel launch visualsDetail-page referencesAd concept drafts

Use this to judge whether the same model can be reused consistently. If the base identity is weak, regenerate before expanding.

Source identity Open the person workspace from a saved profile and preserve the same identity
Open the person workspace from a saved profile and preserve the same identity
Expanded result Generate product showcase, cover, or detail-page reference images
Generate product showcase, cover, or detail-page reference images

Product showcase workflow

Use an approved person profile to create handheld, tabletop, or half-body product scenes and test product scale quickly.

  1. Select saved profile
  2. Add product name and selling points
  3. Choose showcase scene
  4. Review product scale, hands, and brand details
Product showcase imagesLivestream product scenesSocial ad candidates

This does not replace real product photography. It is strongest for concept direction, composition tests, and internal review.

Source identity A presenter identity for courses, knowledge accounts, or livestream content
A presenter identity for courses, knowledge accounts, or livestream content
Expanded result Generate short-form covers, livestream visuals, and account brand assets
Generate short-form covers, livestream visuals, and account brand assets

AI presenter content workflow

Approve a credible presenter identity, then expand it into standing explainers, desk scenes, livestream frames, and avatars.

  1. Create presenter
  2. Save as presenter profile
  3. Choose livestream, explainer, or avatar scene
  4. Review identity consistency and platform rules
Talking-head coversLivestream previewsAvatars and account visuals

For overseas use, review appearance, outfit, cultural context, and whether AI-generated content disclosure is required.

Ecommerce model workflow

Apparel launch: one ecommerce model across outfit shoots

Best for apparel sellers, cross-border ecommerce teams, and product-detail workflows. Create one clean front-facing model, save it as a model profile, then expand the same person into business, casual, studio gray, and soft lifestyle scenes.

Input
Model profile or AI-generated model, outfit category, scene preference, and styling notes.
Path
Create model -> save as model profile -> open model workspace -> choose outfit shoot.
Output
Outfit launch visuals, detail-page references, ad drafts, and styling comparisons.
Review
Check face consistency, clothing shape, hands, shoe and trouser edges, and background cleanliness.
Product visual workflow

Product showcase: let a model or presenter hold the product

Useful for beauty, accessories, packaged goods, small consumer products, and livestream commerce. It does not replace real product photography, but it helps test person-product scale and visual hierarchy quickly.

Input
Saved person profile, product name, selling points, and optional product reference image.
Path
Open profile workspace -> choose product showcase -> add product details -> generate candidates.
Output
Handheld product scenes, tabletop layouts, half-body display shots, and ad concept visuals.
Review
Check product scale, hand occlusion, no unwanted text, brand compliance, and need for real photography.
Presenter workflow

AI presenter: avatar, explainer, and livestream scenes

For courses, knowledge accounts, livestream selling, and business explainers. Approve a credible presenter first, then generate standing explainers, desk scenes, livestream frames, and account avatars from the same identity.

Input
Presenter persona, target market, outfit style, expression, and posture.
Path
Create presenter -> save as presenter profile -> open presenter workspace -> choose desk, standing, livestream, or avatar scene.
Output
Short-form covers, livestream previews, course explainer visuals, avatars, and account brand assets.
Review
Check identity consistency, expression credibility, platform rules, and whether the result could mislead users.
Campaign asset workflow

Detail-page and ad concepts from one approved person

After a profile is stable, extend it into ecommerce detail references, lifestyle ad visuals, and short-form covers. Use these outputs for creative direction, then review legal, product, and ad-platform requirements before publishing.

Input
Approved profile, product or outfit direction, placement scenario, and additional requirements.
Path
Profile workspace -> choose lifestyle ad or detail-page sample -> adjust product and scene parameters.
Output
Campaign concepts, detail-page layout references, short-form first frames, and asset testing directions.
Review
Check advertising claims, product accuracy, likeness rights, platform review risk, and need for designer cleanup.

FAQ

What should I look for first?

Check identity stability first, then clothing, product handling, crop-friendly composition, and clean backgrounds. Do not expand weak base identities too early.

Should I regenerate or expand?

Regenerate when the base identity is not good enough. Expand when the identity is approved but the scene, outfit, product, or usage needs to change.

Can these assets be used commercially as-is?

Review likeness rights, product accuracy, brand rules, advertising claims, platform policies, and local compliance before publishing. ModelCast AI is strongest as a reusable identity and candidate-asset workflow.

Workflow examples: from one identity to reusable commercial assets

Start with a reusable identity, then expand the assets that matter for your workflow.

Create assets