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Oswin Data vs Machined.ai

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 Machined.ai
Detail Oswin DataMachined.ai logo Machined.ai
What it doesDatasets for RAG, fine-tuning and training built from public sources AI SEO Content Generation Platform
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) Launch $19/mo (30 articles/mo), Growth $49/mo (100 articles/mo), Pro $99/mo (250 articles/mo), Scale $249/mo (750 articles/mo), BYOK $99/mo (2,000 articles/mo with own API keys). Annual billing saves 25%.
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
  • Automated keyword research and clustering
  • AI-powered content generation with citations
  • Bulk article generation
  • Automated internal linking with optimized anchor text
  • AI image generation for featured images
  • Support for over 100 languages
  • Custom brand voice and tone control
  • Webhook integrations for custom platforms
  • Automated meta titles and descriptions
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
  • Fully automated end-to-end workflow from keyword research to published content
  • Research-backed content with authoritative citations included automatically
  • Prevents keyword cannibalization with AI intent analysis
  • Costs fraction of traditional content creation at scale
  • No SEO experience required with fully automated platform
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet no change since last check56 no change since last check
Trust Flow (Majestic)59
Citation Flow (Majestic)2837
Referring domains (Majestic)69607

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