Ingestion engine
Beast-ParserDevour any document. Spit out clean, structured knowledge.
Beast-Parser ingests the messiest corners of your data wilderness — scanned PDFs, spreadsheets, slide decks, HTML, code and images — and converts them into clean, chunk-optimized, citation-ready knowledge at over two million tokens per second.
2M+
tokens / sec ingest
40+
file formats
99.4%
layout accuracy
100+
languages
What makes Beast-Parser a beast
Layout-aware extraction
Vision models reconstruct tables, multi-column layouts, headers and footnotes so nothing is lost in translation.
Smart semantic chunking
Adaptive chunk boundaries respect sentences, sections and tables — never mid-thought — for higher retrieval precision.
OCR for the wild
Handwriting, low-res scans and screenshots are decoded with a fine-tuned OCR stack built for real-world noise.
Incremental re-ingest
Only changed bytes are re-processed, so terabyte corpora stay fresh without paying to parse them twice.
Technical specs
- Throughput
- 2.1M tokens/sec/node
- Max file size
- 5 GB per object
- Formats
- PDF, DOCX, XLSX, PPTX, HTML, MD, images, code
- Deployment
- Cloud, VPC, on-prem