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 baby monitors 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.

WiFi vs local-only is a privacy-conscious buyer's first filter — surface it immediately.

WiFi-free / non-app models attract privacy buyers — keyword is rarely used in title
Battery life of the parent unit is searched for, usually only in spec images
Range (ft) in open vs through-walls needs realistic numbers, not marketing peaks

Pre-loaded for TikTok Shop & Baby Monitors. 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.