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Prepublish vs Oswin Data

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

Prepublish compared with Oswin Data
DetailPrepublish logo Prepublish Oswin Data
What it doesAI-powered YouTube script analyzer that identifies likely attention risks before recording Datasets for RAG, fine-tuning and training built from public sources
StageStartup Not given
Founded2024 Not given
Based inNot given Not given
Pricing modelFreemium Paid
PricingReady-to-Record Pass $19 one-time for one script. Creator $29/month or $290/year. Creator Lifetime $149 one-time. Free script check available with no login required. 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)
Key features
  • Script attention-risk map showing relative risk across the script
  • Hook scoring and breakdown with 3 alternative openings
  • Copy-paste rewrites for hooks, transitions, and weak sections
  • Title suggestions and rewrites
  • PDF report export for sharing with editors and teams
  • Video and audio upload with automatic transcription
  • Policy pre-flight checks against YouTube guidelines
  • Channel Scanner to analyze past uploads
  • Free tools including Title Analyzer, Hook Analyzer, and Comment Miner
  • 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
What makes it different
  • Analyzes scripts before recording, not after publishing like YouTube Analytics
  • Provides exact problem text and copy-paste rewrites, not generic advice
  • 14-day money-back guarantee if first audit does not find at least 3 fixable problems
  • Can analyze your own channel's public video data for niche-specific patterns
  • Supports plain text scripts, video files up to 5GB, and audio with automatic transcription
  • 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
Community votes00
DR (Domain Rating by Ahrefs)35 +1 (up) since last checkNot checked yet no change since last check
Trust Flow (Majestic)65
Citation Flow (Majestic)2928
Referring domains (Majestic)7869

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