Enterprise RAG
Aya Knowledge Base
Enterprise RAG with zero hallucinations. Every answer traceable to source with provenance scores.
About the Project
Aya Knowledge Base is a production-grade RAG (Retrieval-Augmented Generation) backend designed for enterprise decision-making systems. It transforms raw documents into a searchable intelligence layer where every answer is traceable back to source material with provenance scores. The system includes hallucination detection (threshold <0.3), automatic PII redaction, document approval workflows, and complete audit logging for compliance.
Key Features
- Zero-hallucination guarantee with grounding scores and source provenance
- OWASP Top 10 security compliant with JWT auth and rate limiting
- Advanced document processing with PII detection and auto-redaction
- Complete audit trail for compliance and decision tracking
- Webhook integrations with HMAC-SHA256 signing
Impact
333+ tests passing, 16,000+ lines of production code. Built for executive briefings, compliance reporting, and mission-critical decision tracking.
Tech Stack
FastAPIPineconeOpenAIDoclingPostgreSQLCeleryRedis
Metrics
333+ tests passing
16,000+ lines
OWASP Top 10 secured
<0.3 hallucination threshold
Interested in this project?
Let's discuss how I can build something similar for you.