Datasets for RAG, fine-tuning and training built from public sources
Writing studio for consultants, founders and freelancers
Stage
Not given
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Founded
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Based in
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Pricing model
Paid
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Pricing
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)
Free: $0/mo with 2 standard drafts a month. Starter: $29/mo with 12 premium drafts a month. Writer: $59/mo with 40 premium drafts a month. Founding member: $299 one-time payment for Writer features for life with 10 premium drafts a month. New accounts get a 7-day Writer trial with 5 premium drafts,
Key features
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
Brand voice built from your past posts
AI-powered outline generation from approved briefs
Quality review with clarity, structure and engagement scoring
Social post generation for X, LinkedIn and Facebook
Post scheduler with email reminders
Review links that don't require account signup
Multiple brand voices per account
Inline rewriting and regeneration
Claims checking flagging
What makes it different
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
You do the writing; AI helps only when you ask
You own your writing, including anything the AI drafts
Not a bulk content generator; designed for your own thinking
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