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 cat trees 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.

Height, footprint, and weight capacity are all must-have facts — before aesthetics.

Assembly difficulty and 'tools included' info are conversion blockers when missing
Small-apartment variants need dedicated 'space-saving' copy, not main-SKU spillover
Weight limit per perch matters for large-breed cats — usually under-specified

Pre-loaded for TikTok Shop & Cat Trees. 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.