Is this TikTok Shop listing optimizer free?

Yes. ListForge is free for everyone, no signup. We rate-limit per IP to keep API costs sustainable.

Will it invent decorative vases features I didn't list?

No. The system prompt locks the model to features you provide. It won't claim certifications, materials, or specs you didn't list.

Floor vs tabletop, ceramic vs glass, and opening diameter — all spec-sheet essentials for the pickup buyer.

Opening diameter dictates whether pampas grass / stems fit — usually unspecified
Watertight vs decorative-only must be declared — real flowers are a common use case
Set count and height range (for clustered styling) rarely surfaced as a benefit

Pre-loaded for TikTok Shop & Decorative Vases. Drop in your raw notes — get a buyer-ready listing in seconds.

Your product

Drop in raw notes — bullet points, half-thoughts, even Chinese / English mixed are fine.

Your optimized listing will appear here.