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Google Trends
5/10

PublicLedger

An investigative research workspace for journalists that uses AI to map relationships between public figures, court filings, financial disclosures, and news archives.

Target user

Investigative reporters and small accountability-journalism teams

Features
  • Network graph linking people, organizations, and events into a visual web
  • Document ingestion with entity extraction from PDFs and court records
  • Timeline builder for a public figure's history of statements and appearances
  • Source citations attached to every claim for editorial review
Why now

High-profile stories about figures connected to historic scandals show growing demand for tools that help journalists trace accountability threads faster and more rigorously.

Signals · overall 5/10
Demand
5/10

200+ searches plus CNN coverage of figures in accountability stories shows real audience appetite for investigative reportingGIJN's Top Investigative Tools of 2024

Whitespace
5/10

Tools like Maltego exist but lack AI-native document understanding for journalistsGIJN's Top Investigative Tools of 2024

Monetization
4/10

B2B seats at $30-100/mo for newsrooms and freelance journalistsGIJN's Top Investigative Tools of 2024

Longevity
4/10

Investigative journalism is evergreen but individual story cycles are short

Feasibility
5/10

Entity-extraction pipelines and graph databases are mature; build is moderate

daniel siad · 200+ searches · USGoogle Trends · 2026-07-22 (2d ago)