metadata

title: DGaze - AI Truth Verification Tool
emoji: 🔍
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 5.33.1
app_file: app.py
pinned: false
license: mit
description: >
  DGaze is a real-time AI truth verification tool that analyzes claims, quotes,
  or short paragraphs and returns a score, explanation, and evidence-backed
  sources (all in around 30sec). Powered by DeBERTa-v3, FAISS vector search, and
  advanced NLP models for comprehensive fact-checking.
tags:
  - agent-demo-track

🔍 DGaze - AI Truth Verification Tool

Introducing DGaze – a real-time AI truth verification tool that analyzes claims, quotes, or short paragraphs and returns a score, explanation, and evidence-backed sources (all in around 30sec).

🎥 Video Overview

📺 Watch Demo Video

Click above to see DGaze in action! The video demonstrates the complete verification workflow from input to results.

🔍 DGaze - AI Truth Verification Tool

Introducing DGaze – a real-time AI truth verification tool that analyzes claims, quotes, or short paragraphs and returns a score, explanation, and evidence-backed sources (all in around 30sec).

🎯 The Problem We Solve

In today's information-rich world, misinformation spreads faster than facts. Whether it's viral social media posts, breaking news claims, or suspicious articles, people need a quick, reliable way to verify what's true and what's not.

DGaze solves this by providing instant, AI-powered fact verification that cuts through the noise and delivers trustworthy results.

📥 What We Accept as Input

Text Claims - Paste any statement, quote, or paragraph you want to verify
URLs - Submit links to articles, posts, or web content for comprehensive analysis
Mixed Content - Combine text and URLs for thorough cross-verification

📊 What You Get as Output

Overall Truthfulness Score - Clear verdict (SUPPORTED, CONTRADICTED, or NEUTRAL) with confidence percentage
Individual Claim Analysis - Each statement broken down with its own confidence rating
Real-time Evidence Sources - Live links to supporting or contradicting materials
Brief Analysis - Quick summaries for fast understanding
Detailed Evidence - In-depth breakdowns with source credibility scores
Visual Results - Color-coded, easy-to-understand interface with progress tracking

⚡ Powered by Modal Labs Infrastructure

All AI models and backend operations are hosted on Modal Labs' high-performance GPU infrastructure, ensuring lightning-fast processing and 99.9% uptime reliability. This cloud-native approach means no setup required - just open and start fact-checking!

Example Usage Flow:

Input: Paste a news claim or statement
Processing: AI analyzes content with real-time progress tracking
Results: Get truthfulness scores, evidence sources, and detailed analysis
Insights: Review individual claim breakdowns with confidence scores

🚀 What Makes DGaze Special?

⚡ Lightning Fast Analysis

Complete fact-checking in under 30 seconds
Real-time progress tracking with beautiful animated progress bars
Instant results with detailed confidence scores

🧠 AI-Powered Intelligence

Sentence Transformers - Advanced semantic understanding to break down complex statements
Fine-tuned DeBERTa-v3 Classifier - Specialized FEVER model for fact alignment with 77.7% accuracy
FAISS Vector Search - Lightning-fast evidence retrieval from massive databases
Real-time Online Search - Live web search for the most current, relevant information claim-by-claim
FIRE Framework Integration - Iterative, LLM-guided verification with intelligent web search
Modal Labs Hosted Backend - All AI models and most backend operations run on Modal Labs' high-performance GPU infrastructure

🎯 Comprehensive Verification

Overall Truthfulness Score - Clear verdict: SUPPORTED, CONTRADICTED, or NEUTRAL
Individual Claim Analysis - Each statement gets its own confidence rating with detailed scoring
Real-time Evidence Sources - Live web search provides current, relevant sources with direct links
Brief Analysis & Detailed Evidence - Quick summaries plus in-depth evidence breakdowns
Confidence Scores - Precise probability ratings for each claim and overall assessment
Visual Indicators - Color-coded results with intuitive emoji feedback

✨ Key Features Demo

📊 Smart Analysis Dashboard

DGaze doesn't just give you a simple true/false answer. You get:

Overall Assessment: Clear verdict with confidence percentage
Claim Breakdown: Individual analysis of each statement
Evidence Quality: Ranked sources with reliability indicators
Interactive Results: Click-through to original sources

🌐 Multi-Source Verification

Real-time Online Search - Live web search for the most current information on each claim
Cross-references claims against reliable news sources and databases
Academic and Scientific Sources - Research papers and authoritative publications
Brief Analysis & Detailed Evidence - Quick summaries with comprehensive evidence breakdowns
Source Credibility Scoring - Confidence ratings and reliability rankings for each source

🎨 Beautiful User Experience

Modern Interface: Clean, gradient design that's easy on the eyes
Progress Tracking: Watch your verification happen in real-time
Responsive Design: Works perfectly on desktop and mobile
No Registration: Start verifying immediately with 5 free trials

🎯 Perfect For These Use Cases

📰 News & Media

Social Media Posts: Verify viral claims before sharing
Breaking News: Quick fact-check of developing stories
Article Verification: Cross-reference news reports with multiple sources

🏫 Education & Research

Student Projects: Verify research claims and statistics
Academic Writing: Fact-check citations and references
Teaching Tool: Help students develop critical thinking skills

💼 Business & Professional

Market Research: Verify industry claims and statistics
Due Diligence: Fact-check business information
Content Creation: Ensure accuracy in marketing materials

🏛️ Civic & Policy

Political Claims: Verify statements from public figures
Policy Analysis: Check facts behind policy proposals
Public Information: Validate government and institutional claims

🔬 How DGaze Works (Behind the Scenes)

Step 1: Smart Text Processing

Sentence Transformers analyze your input and break it down into individual, verifiable claims

Step 2: Evidence Gathering

FAISS vector search rapidly retrieves relevant evidence from massive databases while real-time online search finds the latest information claim-by-claim, guided by the FIRE framework for intelligent web searches

Step 3: Intelligent Matching

Fine-tuned DeBERTa-v3 classifier matches each claim with supporting or contradicting evidence using advanced fact alignment

Step 4: Confidence Scoring

Modal Labs hosted AI models calculate truthfulness probabilities with high-performance GPU processing handling most backend operations

Step 5: Beautiful Results

Gradio frontend presents everything in an easy-to-understand, interactive format

📈 Performance & Accuracy

🎯 Accuracy Metrics

77.7% accuracy on standard fact-checking benchmarks
Well-calibrated confidence scores - when we say 90%, we mean it
Multi-claim handling - processes up to 5 claims simultaneously

⚡ Speed Benchmarks

Average processing time: 30 seconds
Individual claim analysis: 1.5 seconds each
Evidence retrieval: 15 seconds for comprehensive search
UI response time: Under 100ms

🌟 Try DGaze Now!

🆓 Free Demo Access

5 free verifications per session
No registration required
Full feature access
Instant results

📱 Easy to Use

Paste your text into the input box
Click "Verify News" and watch the magic happen
Get detailed results with confidence scores
Click through to original sources for more information

🎨 Beautiful Interface

Smooth animations and progress tracking
Color-coded results for quick understanding
Mobile-friendly responsive design
Professional, modern aesthetic

🚀 Future Vision

🔮 Coming Soon

Multi-language support for global fact-checking
Browser extension for one-click verification
Batch processing for multiple claims at once
Enhanced source quality scoring

🌍 Long-term Goals

Real-time news monitoring and automatic alerts
Educational partnerships for media literacy
API access for developers and organizations
Advanced analytics and reporting features

🏆 Why Choose DGaze?

✅ Reliable

Built on state-of-the-art AI models with proven accuracy

✅ Fast

Get comprehensive results in under 30 seconds

✅ Transparent

See exactly how we reach our conclusions with source links

✅ User-Friendly

No technical knowledge required - anyone can use it

✅ Comprehensive

Goes beyond simple true/false to give you the full picture

🔍 Ready to verify the truth? Try DGaze now - No setup required, just open and start fact-checking!

⚙️ Powered by Advanced Technology

Backend inference runs on Modal Labs for scalable, high-performance AI processing with Gradio providing the interactive frontend – no setup required, just open and try!

Sentence Transformers for semantic understanding
Fine-tuned DeBERTa-v3 classifier for fact alignment
FAISS vector search for fast evidence retrieval
Real-time online search for current, relevant information claim-by-claim with source analysis
Currently integrating the FIRE framework for iterative, LLM-guided verification with web search when needed
Confidence scoring system providing precise probability ratings for brief analysis and detailed evidence
All models hosted on Modal Labs' GPU infrastructure handling most backend operations for maximum speed and reliability

Experience the power of cutting-edge AI fact-checking technology – all running seamlessly in the cloud!