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 swaddles & sleep sacks 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.

TOG rating, arms-up vs arms-down, and weight range define the SKU — none should be hidden.

TOG rating (0.5, 1.0, 2.5) is industry-standard — buyers search by it
Transition-phase products (arms up/down) need their own listing, not a variant note
Organic-cotton / GOTS-certified claims often unverified — buyers check photos for labels

Pre-loaded for TikTok Shop & Swaddles & Sleep Sacks. 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.