SNOW

Start in SNOW with a representative source asset or a clear creative brief that matches its core workflow: AI camera and photo app with generative portraits, beauty effects, filters, virtual makeup, stickers, and social visual creation. Use material you have permission to process, especially when faces, voices, brands, or copyrighted media are involved.

Generate or apply the AI transformation once, then inspect the output closely before changing many settings. Check identity consistency, text, logos, hands and faces, audio timing, lip sync, resolution, artifacts, and whether the result still matches the intended message.

Keep a human review step for content that will be published or for actions involving money, customers, health, legal obligations, security, or physical operations. Use the product's permission, sharing, and privacy controls before introducing confidential data.

Once the workflow is reliable, save reusable templates, presets, prompts, brand settings, or integrations where available. Re-test after major model or product updates because AI behavior, limits, and output quality can change.