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.
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.
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.
- STEP 01
Ingestion & The Discovery Seeder
Powered by 7+ autonomous AI workflows and 12 domain verification tools.
- STEP 02
The Provenance Firewall
Tracing claims back to primary sources.
- STEP 03
The Reality Gap Engine
Comparing viral narratives against primary evidence to detect misinformation or hyperbole.
- STEP 04
Polarization & Consensus Scoring
Utilizing Shannon entropy to mathematically measure public consensus versus polarization.
- 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.
| Feature | Traditional Fact-Checkers | Veremet |
|---|---|---|
| Speed | 1–7 days | Near real-time (15–30 mins) |
| Volume | 2–3 daily | 200+ investigations daily |
| Cost | ~$500/investigation | ~$0.10/investigation |
| Method | Opaque & Subjective | Transparent & Community-Audited |
- Traditional Fact-Checkers
- 1–7 days
- Veremet
- Near real-time (15–30 mins)
- Traditional Fact-Checkers
- 2–3 daily
- Veremet
- 200+ investigations daily
- Traditional Fact-Checkers
- ~$500/investigation
- Veremet
- ~$0.10/investigation
- 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.