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 phone mounts 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.

Car, bike, desk, or gooseneck — each serves a mutually exclusive buyer journey.

Mount interface (MagSafe, adhesive, air-vent, suction) must be in title
Max phone size (width in mm) with or without case is a fit killer
Vibration / road-bump stability is the #1 negative review — address it in bullets

Pre-loaded for TikTok Shop & Phone Mounts. 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.