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 wall art 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.

Canvas, framed poster, tapestry, or metal — four mediums, four totally different buyer searches.

Medium (canvas, poster, metal) and framing must be in title — images alone aren't enough
Exact print dimensions in inches AND cm reach both US and EU buyers
Orientation (landscape, portrait, triptych) and multi-panel count need explicit callout

Pre-loaded for TikTok Shop & Wall Art. 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.