Proof of Work

Case Studies

Real scans, real Voice Maps, real generated listings. Each teardown shows what buyers actually say versus what the seller writes, with the data to prove it.

ShopifyWireless Earbuds

TOZO T6 True Wireless Earbuds

TOZO

The same T6 listing, written three ways. The Voice Map adds category truth. The Voice Profile adds product-specific proof and honest limitations. The Listing Attack Plan adds sourced competitive positioning. Each layer measurably sharpens the copy.

Category ScanProduct Scan

754 entities127 sources5 networks

ShopifyBeard Care

Norse Winter Beard Balm

Beardbrand

Beardbrand leads with scent imagery. 160 buyer discussions lead with itch relief and skin health. The generated listing reordered every bullet to match buyer signal strength, not seller preference.

Category Scan

482 entities160 sources5 networks

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