Marketplace-correct bulk product listings from your catalog facts
Datasets for RAG, fine-tuning and training built from public sources
Stage
Not given
Not given
Founded
Not given
Not given
Based in
Not given
Not given
Pricing model
Paid
Paid
Pricing
$5 for 50 products, $9 for 300 products, $35 for 1000 products. No monthly subscription. Pay-as-you-go credits; unused credits never expire.
Web Corpus: starter sets from $49 (250,000-500,000 documents); shelf corpora from $99-$199 per shelf (one-time license); Everything (full crawl) $3,000 one-time; Whole Library (all builds for one year) $5,000 per year. Reference Collections: Encyclopedia $1,200 commercial or $349 research (one-time)
Key features
CSV and Excel import with column mapping
Platform-specific formatting for Etsy, Shopify, eBay, and Amazon
Quality gate validation before export
Side-by-side review of source and generated copy
Inline editing and row-level regeneration
Import-ready CSV or Excel export
Pause and resume job processing
Free trial: 3 products without account signup
Facts-only AI copy generation
Web corpus with 100.7M documents and 105B tokens from Common Crawl
Documents scored with Bear Rank and shelved by subject
15 million encyclopedia entries with sources and model attribution
200 million synthetic Q&A records with metadata
Delivered as JSONL and Parquet formats
Free samples available on Hugging Face
Command-line client with resumable downloads and SHA-256 verification
Statistics collection with 7,000 topics and 140,000 figures
Glossaries for 10,000 topics with one million definitions
Book Q&A dataset with 8,000 titles for reading comprehension
What makes it different
No invented product specifications—uses only facts from your uploaded data
Quality gate and marketplace compliance checking before export
Side-by-side review with inline editing capability
Failed rows are not charged
All datasets built only from public sources with full provenance tracking
Every record includes source attribution and licensing information
Eight curated subject shelves for targeted corpus selection
Flexible purchasing: buy individual shelves, slices, or entire library
Over 4 TB of clean, deduplicated text ready for machine learning