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 sunscreens 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.

Mineral vs chemical and finish (matte, dewy, tinted) divide buyers more than SPF number does.

Mineral (zinc/titanium) vs chemical (avobenzone etc) needs to be in title
Reef-safe, fragrance-free, non-comedogenic claims repeated instead of substantiated
White-cast complaints dominate reviews — address pigmentation in bullets

Pre-loaded for TikTok Shop & Sunscreens. 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.