Countertop size and footprint
Dimensions buried in product specs section
Title plus bullet with cutting-board size comparison
Product Listing generation takes your Voice Map, the structured intelligence from a Category Scan, and produces marketplace-ready listing copy where every sentence traces back to verified buyer language. Title, bullets, description. All calibrated to what buyers in your category actually care about.
When you generate a Product Listing from your Voice Map, each entity type plays a specific role. The generator pulls from all nine to assemble copy that mirrors how buyers in your category think, compare, and decide.
Becomes your bullet points
Each bullet addresses a criterion buyers actually evaluate.
Addressed preemptively in description
Your listing resolves concerns before buyers raise them.
Shapes your positioning
Your listing uses the same competitive frames buyers already apply.
Opens your description
The listing leads with the scenarios buyers describe, not generic categories.
Proves your claims
Bullets reference the specific results buyers report experiencing.
Woven throughout
Phrases like "daily driver" and "bang for the buck" signal buyer understanding.
Maps competitive context
Your listing acknowledges the landscape buyers actually see.
Informs brand positioning
Identifies who buyers compare you against.
Filters to what matters
Only specs buyers actually discuss make it into your listing.
Every entity has a confidence score and cross-network source count. High-consensus entities get priority. Single-source entities get lower weight. Your listing reflects what buyers collectively care about.
Optimized for marketplace search AND buyer resonance.
Each addresses a top buying criterion from the Voice Map. Leads with outcomes, not features.
Opens with primary use case. Addresses top objections. Uses buyer language patterns. Closes with expected outcomes.
Module suggestions with content mapped to Voice Map entities.
Per-section mapping showing which Voice Map entities informed each part of the listing.
Every section includes voice alignment notes showing exactly which Voice Map entities informed the copy. Nothing is generic. Nothing is invented.
Select your marketplace when you generate. Character limits, formatting rules, and platform-specific best practices are applied automatically.
Your product specs + a prompt.
Generates from seller-provided information.
Keyword-optimized copy that indexes well.
No mechanism to discover what buyers actually care about. "Noise cancelling" might rank for volume, but the real buyer concern, hearing traffic while running outdoors, is invisible.
Voice Map from cross-network buyer research.
Generates from 9 entity types extracted from real buyer conversations.
Voice-matched copy where every sentence traces to verified buyer language.
Addresses objections before buyers raise them. Uses comparison frameworks buyers already apply. Speaks the buyer’s language, not the seller’s.
From a real Voice Map scan of the air fryer category. 829 entities extracted from 49 sources across 5 networks.
Dimensions buried in product specs section
Title plus bullet with cutting-board size comparison
Not mentioned anywhere in listing
PFAS-free ceramic, 10,000+ use rating, no Teflon or PTFE
Not mentioned anywhere in listing
Direct positioning vs. Ninja DualZone in description
Professional, Conversational, Technical, Premium
Generate up to 3 variations per listing for A/B testing
Claude Sonnet. Every generation is synthesized, not templated.
1 credit per generation
Run a Category Scan. Build your Voice Map. Generate your first listing.
7-day free trial • Full credit access • Cancel anytime