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 hair accessories 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.

Claw clips, silk scrunchies, and acrylic barrettes are three separate trend cycles — don't bundle.

Hair-thickness guidance (fine, medium, thick) prevents mis-fit returns
Material-truth claims (real silk scrunchie vs satin-blend) matter to educated buyers
Style-era keywords (Y2K, 90s, clean-girl) are search drivers, often absent

Pre-loaded for TikTok Shop & Hair Accessories. 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.