AI Hallucination Detector

A
Enterprise-Grade Platform

AI Hallucination Detector

Enterprise-grade platform for real-time AI response validation, compliance monitoring, and regulatory audit trails

About TruthGuard

TruthGuard is a comprehensive AI safety and compliance platform designed to solve the critical problem of AI hallucinations and regulatory compliance in enterprise AI deployments.

The Problem

Companies deploying AI systems face massive challenges: AI hallucinations creating false information, compliance violations risking legal exposure, and lack of audit trails for regulators.

The Solution

Real-time monitoring of AI outputs, automated fact verification against external sources, compliance rule checking, policy alignment validation, and complete audit trails.

Key Features

Real-Time Detection

Instant hallucination detection and fact verification

Compliance Checking

Automated regulatory and policy compliance validation

Audit Trails

Complete logging and explainability for regulators

AI-Powered Correction

Automated response correction and validation

API Integration

Easy integration with any AI system

Real-Time Monitoring

Live dashboard with metrics and alerts

System Architecture

High-Level Architecture

┌─────────────────────────────────────────────────────────┐
│              External AI System (Customer)                │
│              (Chatbot/LLM/API)                            │
└────────────────────┬────────────────────────────────────┘
                     │
                     ▼
┌─────────────────────────────────────────────────────────┐
│              TruthGuard Platform                         │
│                                                           │
│  ┌──────────────┐         ┌──────────────┐              │
│  │  Next.js     │         │  FastAPI     │              │
│  │  Frontend    │◄───────►│  Backend    │              │
│  │  Dashboard   │         │  (Python)   │              │
│  └──────────────┘         └──────┬───────┘              │
│                                  │                        │
│                                  ▼                        │
│                        ┌─────────────────┐              │
│                        │  Detection      │              │
│                        │  Engine         │              │
│                        └─────────────────┘              │
└──────────────────────────────┼───────────────────────────┘
                               │
            ┌──────────────────┼──────────────────┐
            ▼                                     ▼
┌─────────────────┐              ┌──────────────────────────┐
│  Supabase       │              │  External APIs          │
│  PostgreSQL     │              │  - Wikipedia            │
│  (Audit Logs)   │              │  - DuckDuckGo           │
│                 │              │  - NewsAPI              │
│  - Interactions │              │  - Google Gemini        │
│  - Violations   │              │                         │
│  - Policies     │              │  Fact Verification      │
│  - Compliance   │              │  & Knowledge Base       │
└─────────────────┘              └──────────────────────────┘

Tech Stack

Frontend

Next.js 16, React 19, TypeScript, Tailwind CSS

Backend

FastAPI (Python), Pydantic, AsyncIO

Database

Supabase (PostgreSQL), Real-time subscriptions

AI/ML

spaCy, Transformers, Google Gemini Pro

APIs

Wikipedia API, DuckDuckGo, NewsAPI

Detection Pipeline

1

Claim Extraction

NLP-based extraction of factual claims from AI responses

2

Fact Verification

Real-time verification against Wikipedia, DuckDuckGo, NewsAPI

3

Compliance Check

Validate against regulatory rules and company policies

4

Consistency Check

Compare with historical responses for consistency

5

Decision & Correction

Generate confidence score, flag violations, auto-correct responses

Contact Developer

Umang Kumar

Full Stack Developer & AI Engineer

Interested in collaborating or have questions about TruthGuard?

Feel free to reach out through any of the platforms above

Project Highlights

9+

Advanced Features

3

Real-Time APIs

100%

Open Source

Scalable