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 bottles 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.

Anti-colic venting, material (glass/PP/silicone), and nipple flow — the three facts every parent searches for.

Flow rate (slow, medium, fast) and age range rarely paired in title
BPA/BPS/phthalate-free claims need to specify scope — which parts
Dishwasher + sterilizer compatibility is a returning-buyer question, often unanswered

Pre-loaded for TikTok Shop & Baby Bottles. 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.