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 hiking backpacks 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.

Liter capacity and torso-length fit are the two buyer filters — put them in the title.

Capacity (L) in title outperforms 'large backpack' by wide margins
Frame type (internal, frameless, external) differentiates use-case — often unclear
Hydration-bladder compatibility needs an explicit yes/no/bladder-included statement

Pre-loaded for TikTok Shop & Hiking Backpacks. 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.