Trove

Document Intelligence for Investigative Journalism

Transform massive document collections into actionable intelligence. Extract entities, map relationships, and uncover hidden connections with AI-powered analysis.

See Trove In Action

Explore real features from the Epstein estate document analysis

Network Visualization
Network Intelligence

Visualize Complex Relationships

Interactive network graphs reveal hidden connections between entities. See who's connected to whom, how strong those connections are, and trace relationship paths across your entire document collection.

Entity Recognition & Deduplication

Automatically identify people, organizations, and locations across thousands of documents with intelligent fuzzy matching for name variations and aliases.

Interactive Exploration

Click to expand networks, filter by relationship type, and search for specific entities within the visualization.

Evidence-Based Connections

Every relationship is scored by the number of documents that mention both entities, showing connection strength at a glance.

Document Analysis

Search & Filter Communications

Find exactly what you need with semantic search and powerful filtering. Search by natural language, filter by date ranges, entity type, or document source to quickly surface relevant communications.

Semantic Search

Ask questions in plain English like "Who flew with Epstein to the Virgin Islands?" and get instant results with source citations.

Timeline Analysis

Build chronological event sequences with automatic date extraction. Filter communications by time period to understand the sequence of events.

Source Verification

Every finding links directly back to the original document page for fact-checking and citation.

Communications Search
Financial Transaction Analysis
Financial Intelligence

Track Money Flows & Transactions

Extract and analyze financial transactions automatically. Track payments, transfers, and money flows across documents with intelligent redaction handling and pattern recognition.

Automated Extraction

AI identifies transaction types, amounts, dates, and parties involved—even in heavily redacted documents.

Analytics Dashboard

View summary statistics, transaction volumes, and key financial patterns at a glance with real-time filtering.

Fast Processing

Process thousands of financial documents in minutes with parallel AI analysis powered by Claude and Gemini.

Investigation Dashboard

Command Your Investigation

Access everything from a unified dashboard. Navigate entities, documents, relationships, and analytics with an intuitive interface designed for investigative workflows.

Comprehensive Overview

See key metrics, recent activity, and investigation progress at a glance with real-time updates.

Quick Navigation

Jump directly to top entities, most mentioned people, strongest relationships, and critical documents.

Investigation Tools

Access research notebooks, saved searches, and collaborative features to organize your investigative work.

Investigation Dashboard
AI Research Assistant
AI-Powered Research

Ask Questions, Get Intelligent Answers

Chat with an AI assistant that has semantic knowledge of your entire document collection. Ask complex questions in natural language and receive comprehensive answers with source citations and contextual analysis.

RAG-Powered Knowledge Base

Every document is semantically indexed using vector embeddings, enabling the assistant to find relevant information across all Epstein estate, DOJ, and FBI documents.

Contextual Understanding

The AI understands relationships between entities, timelines, and document connections to provide comprehensive summaries and key findings.

Source-Backed Answers

Every response includes specific document references with identifiers, allowing you to verify claims and dig deeper into original sources.

Case Study

The Epstein Estate Documents

See Trove in action with a real investigative journalism use case: analyzing thousands of documents from the Jeffrey Epstein estate files.

The Challenge

Massive Volume

Thousands of pages across FBI files, estate documents, and DOJ records.

Heavy Redaction

Many pages redacted under FOIA exemptions, requiring careful analysis of available content.

Complex Network

Dozens of individuals, organizations, and locations spanning multiple countries.

Time Sensitivity

Public interest requires quick, accurate analysis as new documents are released.

Trove's Analysis

Documents Processed
37,555
FBI files, estate records, DOJ court documents
Entities Identified
55,091
People, organizations, locations, aircraft
Relationships Mapped
29,557
Connections across documents with evidence
Timeline Events
41,727
Dated events from 1990s-2019
Communications
32,862
Emails, phone calls, meetings extracted
Financial Records
11,908
Transactions, payments, transfers tracked

What Journalists Can Do With Trove

Search by natural language

"Who flew with Epstein to the Virgin Islands?" - Get instant results with source citations.

Explore relationship networks

Interactive visualizations show connections between individuals and organizations.

Build investigative timelines

Automatically extracted events help construct chronological narratives.

Track financial flows

Extract and analyze financial transactions, payments, and property transfers.

Cross-reference mentions

Find every document mentioning a specific person, place, or organization.

Verify with sources

Every finding links back to the original documents for fact-checking.

Beyond the Epstein Files

Trove is a general-purpose document intelligence platform. The Epstein estate analysis demonstrates its capabilities, but it can be applied to any large document collection.

Government Records

FOIA releases, court documents, regulatory filings

Corporate Leaks

Internal communications, financial records, contracts

Legal Proceedings

Depositions, evidence, trial transcripts

International Investigations

Cross-border networks, offshore accounts, tax havens

The Challenge of Document-Heavy Investigations

Journalists and researchers face overwhelming document caches: thousands of pages, complex relationships, and hidden patterns buried in text.

Volume Overload

Thousands of documents, millions of words. Manual review takes months or years.

Hidden Connections

Relationships and patterns scattered across documents, easy to miss.

Time Pressure

Breaking stories require fast analysis. Traditional methods are too slow.

How Trove Works

AI-powered document analysis that transforms raw documents into structured intelligence in minutes.

1

Upload Documents

Import PDFs, images, and scanned documents. Trove handles everything from court filings to leaked documents.

Multi-format Support
2

AI Extraction

Advanced LLMs analyze every page, extracting people, organizations, locations, dates, and financial transactions.

Powered by Gemini 3 Pro
3

Relationship Mapping

Automatically discovers connections between entities, accumulates evidence across documents, and scores relationship strength.

Network Analysis
4

Explore & Analyze

Search semantically, visualize networks, build timelines, and trace evidence back to source documents.

Interactive Dashboards

Ready to Transform Your Document Analysis?

Sign up today and explore the indexed Epstein estate documents. See firsthand how Trove can accelerate your investigative journalism.

No credit card required. Start analyzing documents in minutes.