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Oswin Data vs Sebora

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 Sebora
Detail Oswin DataSebora logo Sebora
What it doesDatasets for RAG, fine-tuning and training built from public sources Autonomous SEO agent for founders that qualifies sites, plans content strategy, writes articles, and delivers ready-to-publish drafts
StageNot given Startup
FoundedNot given 2024
Based inNot given Not given
Pricing modelPaid Paid
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) Starter: $29/month (8 articles per month, up to 1 website). Growth: $49/month (20 articles per month, up to 5 websites, CMS delivery). Scale: $79/month (40 articles per month, up to 10 websites, CMS delivery, custom cluster strategy). Human-in-the-loop add-on: +$99/month (human editor review of ever
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 site qualification and indexability check
  • Google Search Console baseline analysis
  • AI-generated business brief from landing page
  • Topic cluster strategy with priority and effort scoring
  • SEO-optimized article generation with schema markup
  • CMS draft delivery to WordPress, Webflow, and Shopify
  • Read-only Google Search Console access
  • Human editor review add-on
  • Article sections with internal links and FAQ JSON-LD schema
  • Plan approval workflow before writing begins
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
  • Delegated workflow, not a dashboard—Sebora handles the entire SEO process from qualification to draft delivery
  • Read-only Search Console access and draft-only CMS connections ensure you control what publishes
  • No autopublishing—human review is built into the design to prevent liability
  • Founder-focused product for small teams who need work done, not more dashboards
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet no change since last check15 +1 (up) since last check
Trust Flow (Majestic)56
Citation Flow (Majestic)2829
Referring domains (Majestic)69162

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