The Architecture of Trust

How We Audit Reality

We don't rely on opaque editorial boards or black-box algorithms. Veremet combines multi-model AI infrastructure with human ethical judgment to build a transparent, tamper-proof record of truth.

The Dual-Engine Architecture

Two systems, one truth. Machine scale paired with human conscience.

01

Engine 01 · The 'Hard' Layer

The Public Intelligence Utility

The raw processing power. Our infrastructure scans 10+ global sources (GDELT, SEC EDGAR, Congress.gov) and processes 96–144 investigations daily, sourcing 1,400+ pieces of evidence at 50–300x the speed of traditional newsrooms.

02

Engine 02 · The 'Soft' Layer

The Public Intelligence Network

The human element. AI lacks ethical judgment. Our decentralized community of "Verifiers" provides the critical thinking required to finalize the Consensus Graph through weighted voting and evidence submission.

The Pipeline

The Clarity Protocols

Five deterministic stages from raw signal to source-linked dossier.

  1. STEP 01

    Ingestion & The Discovery Seeder

    Powered by 7+ autonomous AI workflows and 12 domain verification tools.

  2. STEP 02

    The Provenance Firewall

    Tracing claims back to primary sources.

  3. STEP 03

    The Reality Gap Engine

    Comparing viral narratives against primary evidence to detect misinformation or hyperbole.

  4. STEP 04

    Polarization & Consensus Scoring

    Utilizing Shannon entropy to mathematically measure public consensus versus polarization.

  5. STEP 05

    The Chronicle & AI Dossiers

    Synthesizing investigations into readable, source-linked briefings.

Pre-Publish Safety Gate

AI Safety & Content Integrity

“Invitation over Judgment.” Every piece of content passes through a strict pre-publish safety gate (screening for hate speech, harassment, and dangerous content via Gemini 2.5 Flash) before hitting our database. This ensures our API stream is entirely brand-safe for enterprise use.

The Manifesto

The Anti-Commodity Manifesto

Fact-checking is a commodity. Verifiable consensus is not.

Speed
Traditional Fact-Checkers
1–7 days
Veremet
Near real-time (15–30 mins)
Volume
Traditional Fact-Checkers
2–3 daily
Veremet
200+ investigations daily
Cost
Traditional Fact-Checkers
~$500/investigation
Veremet
~$0.10/investigation
Method
Traditional Fact-Checkers
Opaque & Subjective
Veremet
Transparent & Community-Audited

Get involved with Veremet

For the Network

Join the Verifiers

Lend your judgment to the Consensus Graph. Submit evidence, weigh investigations, and earn standing in the public intelligence network.

For the Utility

Access the Consensus Graph API

Stream brand-safe, source-linked verification data into your trading desk, newsroom, or platform. Enterprise plans, custom SLAs.