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Oswin Data vs Conch 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 Conch AI
Detail Oswin DataConch AI logo Conch AI
What it doesDatasets for RAG, fine-tuning and training built from public sources AI writing and study partner for students that humanizes AI text and creates undetectable writing
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 (500 words/week for humanizing, 3 flashcard sets, 3 mind maps, 2 podcasts, 1 study plan weekly); 7-Day Assignment Pass $7.99 one-time (unlimited 7-day access); Conch Plus $15/month (5,000 words/week, 5 flashcard sets, 5 mind maps, 4 podcasts, 3 study plans weekly); Conch Unlimited $25/month or
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
  • Humanize AI writing with natural tone and human score
  • AI content detection and checking
  • Essay and research paper writing with outlines and sources
  • Mind maps and visual concept mapping
  • Convert notes to audio podcasts
  • Document organization and note-taking
  • Automatic citation support in APA, MLA, Chicago, Harvard formats
  • Study planner with deadlines and sessions
  • Document chat to ask questions about uploaded PDFs and files
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
  • All-in-one platform combining AI writing, humanization, and comprehensive study tools in one subscription
  • Humanizes AI text to sound natural with detectable AI patterns removed and human score verification
  • Generates original content that passes plagiarism tests with 99.99% originality
  • Convert learning materials directly into multiple study formats automatically
  • Free plan with no credit card required and substantial weekly allowances
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet no change since last check37 +1 (up) since last check
Trust Flow (Majestic)511
Citation Flow (Majestic)2836
Referring domains (Majestic)69430

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