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 silk scarves 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.

Momme weight, silk grade (6A, mulberry), and dimensions determine premium vs polyester-blend.

100% mulberry silk vs silk blend must be explicit — blend shoppers feel deceived otherwise
Momme weight (16mm vs 22mm) is a quality signal unfamiliar to casual buyers — educate in bullets
Hand-rolled edge vs machine-hemmed is a luxury cue worth calling out

Pre-loaded for TikTok Shop & Silk Scarves. 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.