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Oswin Data vs Geniea

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Oswin Data compared with Geniea
Detail Oswin DataGeniea logo Geniea
What it doesDatasets for RAG, fine-tuning and training built from public sources Improve prompts for ChatGPT Images, Midjourney and more
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelPaid Freemium
PricingWeb 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: 3 rewrites per IP address per day or 5 rewrites per day with a free account. Premium: $9 USD per month for 500 rewrites per billing period. Product image review by a person: $149 per batch.
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
  • Prompt rewriting for 10+ AI models including Midjourney, ChatGPT Image, Flux, DALL-E 3, Stable Diffusion, Ideogram, Suno, Sora, Runway and Kling
  • Library of 11,397 prompt examples across images, music and video
  • Midjourney style reference codes (--sref) with visual examples
  • Free browser-based product image checklist
  • Account saves and history across devices on Premium
  • Guest mode without requiring an account
  • Human product image review service for detailed quality checks
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
  • Converts rough ideas into detailed, model-specific prompts in seconds
  • Works with the widest range of AI generation models in one tool
  • Free product image quality checklist for e-commerce sellers
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet no change since last check9 +1 (up) since last check
Trust Flow (Majestic)52
Citation Flow (Majestic)2829
Referring domains (Majestic)69221

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