TECHNOLOGY STACK
A comprehensive look at the AI-powered architecture that powers SourceTrace + WitnessConnect AI — from data ingestion to humanitarian response.
SIX-LAYER INTELLIGENCE STACK
Each layer processes and refines information, creating a pipeline from raw data to verified humanitarian intelligence.
Data Ingestion Layer
Collects millions of posts, news, videos, and messages from social media, news agencies, and direct submissions in real-time.
SourceTrace Engine
Analyzes timestamps, cross-posting patterns, network connections, and linguistics to identify the original source. Builds the Information Diffusion Map.
AI Verification Layer
Verifies content authenticity through photo/video metadata analysis, geolocation, stylistic analysis, and author profile credibility. Assigns Source Trust Index.
WitnessConnect AI
Uses OSINT and neural analysis to find contact methods. Establishes ethical communication via messengers, social media, email, or VoIP.
Dialogue & Coordination Engine
Conducts structured dialogue with witnesses — questions, photos, geo-tags. Determines threat level and need for assistance.
Humanitarian Integration Layer
Connects with UN, Red Cross, UNICEF, NATO, and Humanity Grid. Visualizes data on Crisis Atlas Dashboard. Stores communications on blockchain.
INFORMATION REFINEMENT
Raw chaotic data enters the system and is progressively filtered, verified, and structured through multiple AI processing layers.
Millions of posts, videos, and signals ingested per hour
Bot activity, spam, and obvious fakes removed automatically
Original posts identified through temporal and network analysis
Multi-layer authenticity checks with Source Trust Index scoring
TECHNICAL CAPABILITIES
A comprehensive suite of AI-powered tools for information verification and humanitarian intelligence.
Media Forensics
Deep analysis of images and videos for manipulation detection
Geospatial Intelligence
Precise location verification using satellite and metadata
AI-Powered Analysis
LLM, Graph AI, NLP, and Voice AI working in concert
Network Mapping
Information diffusion tracking across social networks
Secure Communications
End-to-end encrypted channels for witness protection
Blockchain Storage
Immutable record of verified testimonies and evidence
Automated Reports
AI-generated intelligence reports for crisis centers
Multi-Layer Verification
Cross-referencing multiple data sources for accuracy
USE CASES & SCENARIOS
SourceTrace serves diverse sectors from humanitarian missions to government response centers.
| SECTOR | FUNCTION | RESULT |
|---|---|---|
| Humanitarian Missions | AI identifies disaster eyewitnesses and contacts them | Rapid transmission of coordinates and victim data |
| Media & Journalism | Determines original source of news stories | Fact-checking and combating fake news |
| OSINT / Intelligence | Builds information diffusion trees | Identifies information attacks and primary nodes |
| Government Response Centers | Receives direct data from eyewitnesses | Operational response within minutes |
| Social Networks | Labels original content with verification badges | Increased user trust and transparency |
SOURCE TRUST INDEX
Every piece of information receives a trust score from 0 to 1, calculated through multi-dimensional analysis.