TruthGuard × MongoDB

AI-Powered Media Analysis with MongoDB's Intelligent Data Platform

MongoDB Features Demonstrated
TruthGuard leverages MongoDB's advanced capabilities for real-world media bias detection

Vector Search

Semantic similarity search using AI-generated embeddings for intelligent content discovery

Atlas Vector Search

Aggregation Pipeline

Complex analytics and data transformations for bias pattern analysis

Advanced Analytics

Real-time Processing

Live data ingestion and analysis with change streams and real-time updates

Change Streams
MongoDB Vector Search Demo
Search news articles using semantic similarity with AI-generated embeddings
Total Articles
0

Processed with MongoDB

Avg Bias Score
0.0%

Aggregation pipeline

Unique Sources
0

Distinct values

Topics Covered
0

AI categorized

MongoDB Technical Implementation
How TruthGuard leverages MongoDB's intelligent data platform

Data Processing Pipeline

  • News article ingestion with duplicate detection
  • AI analysis integration with Google Cloud
  • Vector embedding generation and storage
  • Real-time analytics with aggregation pipelines

MongoDB Features Used

Atlas Vector Search
Aggregation Pipeline
Change Streams
Atlas Search
Time Series
Faceted Search
Bucketing
Statistical Ops