Epstein Files Intelligence
Apply multimodal search and entity extraction to the Epstein files. Surface connections, timeline events, and entities across thousands of scanned legal documents.
Investigative journalists, legal researchers, OSINT analysts, and public interest organizations working with large declassified document sets
Thousands of scanned, redacted, and poorly-OCR'd legal documents are effectively unsearchable. Manual review is impossibly slow, and connections between documents, entities, and events are invisible.
Ready to implement?
Why Mixpeek
Handles scanned and redacted documents that break traditional search. Entity extraction and relationship mapping surface connections invisible to keyword search. RAG-powered Q&A provides sourced, verifiable answers.
Overview
The Epstein Files Intelligence use case demonstrates how multimodal AI can make large declassified document collections accessible and searchable. By combining enhanced OCR, entity extraction, relationship mapping, and semantic search, researchers can navigate thousands of documents to surface connections, timeline events, and entities that would take months to find manually.
Challenges This Solves
Document Quality
Scanned PDFs with handwriting, redactions, and poor scan quality defeat standard OCR
Impact: 30-40% of text content is invisible to traditional search
Volume Overwhelm
Thousands of documents with no structured index or cross-referencing
Impact: Manual review would take months of full-time work
Hidden Connections
Entities mentioned across different documents are not linked
Impact: Critical relationships and patterns remain invisible
Recipe Composition
This use case is composed of the following recipes, connected as a pipeline.
Feature Extractors Used
ocr text extraction
named entity recognition
Topic Modeling
Discover abstract topics and themes across document collections
Retriever Stages Used
semantic search
filter aggregate
Expected Outcomes
100% of corpus indexed
Document searchability
92% F1 score
Entity extraction accuracy
50x faster than manual review
Research speed
Search Any Document Collection
Clone the document intelligence pipeline for your own legal or investigative corpus.
Frequently Asked Questions
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