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 throw pillows 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.

Cover-only vs insert-included is the #1 source of negative reviews — lead with it.

'Cover only' vs 'insert included' must be in title, not bullet 3
Material (linen blend, velvet, boucle) and wash-care rarely paired
Size in inches + common equivalents (18x18, 20x20) affects sofa fit — surface both

Pre-loaded for TikTok Shop & Throw Pillows. 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.