Oswin Data vs GoodTrans

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 GoodTrans
Detail	Oswin Data	GoodTrans
What it does	Datasets for RAG, fine-tuning and training built from public sources	Publication-grade document translation with editable delivery, terminology control, and quality reports
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	Not given
Pricing model	Paid	Not given
Pricing	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)	One-time credit packages: 20K Credits for $9.9 (≈$0.50/1,000 words), 80K Credits for $29.9 (≈$0.37/1,000 words), 300K Credits for $99.9 (≈$0.33/1,000 words). New accounts receive 10,000 trial credits valid for 30 days. Paid credits valid 365 days. No subscription required; failed tasks refunded auto
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	Long document support for TXT, Markdown, and PDF files up to 50MB 100+ language support including hard-to-source languages Editable Markdown and TXT output files Bilingual review file for side-by-side comparison Document-level quality report with terminology and structure checks Terminology glossary and consistency controls Asynchronous email delivery with no browser tab needed Credit cost estimate before task submission Automatic refund if task fails Support for multiple document purposes and target locales
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	Async workflow designed for document delivery, not chat-based interaction Quality report included with terminology checks and consistency scores Transparent credit-based pricing with upfront cost estimates One-time payment model with no subscription required Built independently with public production data and transparency about failures
Community votes	0	0
DR (Domain Rating by Ahrefs)	Not checked yet no change since last check	Not checked yet no change since last check
Trust Flow (Majestic)	5	0
Citation Flow (Majestic)	28	15
Referring domains (Majestic)	69	5

4 details filled in for both companies.

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