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 leather belts 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.

Genuine, top-grain, full-grain, or bonded — buyers know the difference, make sure your title does too.

Leather grade specificity (full-grain vs top-grain) is a trust signal often fudged
Belt width (1.25' vs 1.5') matters for jean-loop fit — rarely in title
Reversible / single-sided distinction needs an immediate callout

Pre-loaded for TikTok Shop & Leather Belts. 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.