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 camping stoves 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.

Fuel type (canister, propane, wood, multi-fuel) is the first thing every buyer filters on.

Fuel compatibility (isobutane, white gas) needs to be in title
BTU output comparison is a real buyer intent — put the number in bullet 1
Weight and pack size drive ultralight-backpacker buyers — bury them and lose the sale

Pre-loaded for TikTok Shop & Camping Stoves. 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.