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 screen protectors 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.

Tempered-glass hardness (9H), fit type (case-friendly, edge-to-edge), and count per pack — all title content.

'Full coverage' vs 'case-friendly' is a common return cause — disambiguate
Privacy vs standard vs matte vs blue-light: four different buyers, usually one listing
Installation kit contents (alignment frame, dust stickers) rarely itemized

Pre-loaded for TikTok Shop & Screen Protectors. 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.