How does Fallacy integrate with our existing newsroom systems?

Fallacy links your archives, data sources, and internal tools into a unified graph that surfaces context across the organization without changing your current workflows.

Can our journalists query information in plain language?

Yes, Desk allows teams to ask complex questions in natural language and receive precise, sourced answers backed by the underlying graph.

Does Fallacy support provenance and media authentication?

Frame provides cryptographic signing and zero knowledge proof verification for images and soon for video, ensuring assets are genuine and not AI generated.

How does Fallacy help us distribute and monetize our content?

Wire standardizes your reporting for AI platforms with embedded origination data so you can track usage, enforce licensing, and generate revenue whenever your work is used.

Is Fallacy secure and compliant for large organizations?

Yes, Fallacy is built for enterprise environments with strict data governance, access controls, and auditability across your editorial pipeline.

Fallacy Desk

AI infrastructure for journalistic intelligence

Desk helps journalists focus on storytelling — automating source linking, fact retrieval, and data analysis. Build richer, faster stories powered by your newsroom’s own knowledge graph.

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Built for investigative workflows

Map datasets together. Ask questions. Trace what matters.

Connect the data.

Desk connects structured and unstructured sources into a single graph. Connect filings, spreadsheets, RSS feeds, and archives. Once linked, every query can pull context across datasets in real time.

Create meaning.

Desk automatically builds ontologies. Connecting unstructured data into a living graph.

Trace the story.

Desk maps relationships helping you uncovering stories no traditional search can reach.

Publish interactively.

Desk powers reader-facing experiences where audiences can ask questions, explore context, and verify facts.

The Bethlehem Files

Interactive Article

Investigations into the Bethlehem Industrial Project revealed a web of overlapping entities behind the redevelopment. Readers can now ask questions within the story itself:

Reader: "How many contracts went to donors?"

Reader: "Who funded the redevelopment zone?"

Reader: "Has this happened in other counties?"

Connect anything

Bring your private archives or use our managed connectors: FOIA releases, corporate registries, property rolls, permits, PAC data, social posts, and more.

See the big picture

Entities, places, dates, and relationships automatically linked. Explore them as a living map, not a pile of files.

Ask in natural language

Query across sources with plain English prompts. Get answers, supporting docs, and jump-to evidence in one place.

Source-aware answers

Citations and context are attached to every result so editors can verify quickly.

Private by default

Your datasets remain siloed. Bring-your-own keys, on-prem gateways, and per-project permissions.

Lead discovery

Surface anomalies, overlaps, and sudden changes — a radar for emerging stories.

Empowering journalists to originate stories

Follow the money

Trace donors, contracts, and shell entities to reveal networks of influence.

Land & permits

Layer zoning changes, parcels, and filings to uncover development patterns.

Crisis & safety

Map emergencies, alerts, and verified eyewitness posts for real-time coverage.

Elections & power

Analyze turnout, campaign spending, and narratives across regions.

Accountability

Correlate budgets, audits, and statements to hold institutions accountable.

Climate & infrastructure

Visualize how permits, emissions, and energy data connect to resilience.

Plug in your data — or use ours

Start with our managed connectors and add your private folders when you’re ready. Keep projects separated and permissioned per desk.

FOIA releasesCorporate registriesProperty & deedsCampaign financeCourt docketsPermits & inspectionsSatellite & GIS layersTransit & mobilityEnvironmental dataSocial postsPolice & fire logsProcurement & contracts

Automate the work journalists shouldn’t have to do

Desk handles the repetitive technical lift — parsing PDFs, generating visuals, linking data and more — so reporters can focus on writing stories.

Extract data from PDFs

Turn filings, contracts, and scanned records into structured text, instantly searchable.

Link structured sources

Unify spreadsheets, CSVs, and APIs into one connected dataset for your newsroom.

Generate interactive visuals

Transform data into charts, timelines, and explainers without leaving your desk.

Correlate entities

Automatically connect people, companies, and documents into verifiable graphs.

Query with AI

Ask natural questions across thousands of records. Desk translates them into structured queries.

Auto-summarize findings

Create briefings, reports, and insight summaries from data with one command.

Extract data from PDFs

Turn filings, contracts, and scanned records into structured text, instantly searchable.

Link structured sources

Unify spreadsheets, CSVs, and APIs into one connected dataset for your newsroom.

Generate interactive visuals

Transform data into charts, timelines, and explainers without leaving your desk.

Correlate entities

Automatically connect people, companies, and documents into verifiable graphs.

Query with AI

Ask natural questions across thousands of records. Desk translates them into structured queries.

Auto-summarize findings

Create briefings, reports, and insight summaries from data with one command.

Extract data from PDFs

Turn filings, contracts, and scanned records into structured text, instantly searchable.

Link structured sources

Unify spreadsheets, CSVs, and APIs into one connected dataset for your newsroom.

Generate interactive visuals

Transform data into charts, timelines, and explainers without leaving your desk.

Correlate entities

Automatically connect people, companies, and documents into verifiable graphs.

Query with AI

Ask natural questions across thousands of records. Desk translates them into structured queries.

Auto-summarize findings

Create briefings, reports, and insight summaries from data with one command.

Automate your newsroom

Bring your private data or start with our connectors. We’ll help you import, map, and query your first story.

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