# Security Knowledge Base with Vector Embeddings
Automated knowledge base system for cybersecurity firms that instantly retrieves relevant policies, compliance documentation, and incident response procedures using semantic search.
## The Problem
Security companies struggle with knowledge management:
- Auditors ask for specific SOC 2 control evidence (teams spend 2-4 hours searching)
- Multiple policy versions exist across Google Drive, SharePoint, Confluence
- New hires can't find incident response runbooks during active threats
- Client questions about compliance require manual document review
- Outdated information gets referenced in proposals and assessments
**Result:** Wasted billable hours, compliance delays, and inconsistent client communication.
## The Solution
Vector-based knowledge base that:
- Ingests security policies, procedures, and compliance documentation
- Generates embeddings via Azure OpenAI (text-embedding-ada-002)
- Stores vectors in Pinecone for lightning-fast semantic search
- Retrieves exact documentation with context through n8n workflow
**Key Features:**
- Semantic search (finds "data encryption requirements" even if document says "cryptographic controls")
- Version-aware (tracks policy updates automatically)
- Context-preserving (returns relevant paragraphs with document metadata)
- Integration-ready (connects to Slack, Teams, or internal chatbots)
## Use Cases
**GRC Firms:**
- Instant SOC 2 control evidence retrieval during audits
- Policy version tracking for ISO 27001 ISMS
- HIPAA safeguard documentation for healthcare clients
**MDR/SOC Providers:**
- Incident response playbook access during active threats
- Alert triage decision trees
- Client-specific security procedures
**Cloud Security:**
- Cloud misconfiguration remediation guides
- Compliance framework mapping (CIS, NIST, PCI-DSS)
## Tech Stack
- **n8n:** Workflow automation (document ingestion + retrieval)
- **Azure OpenAI:** text-embedding-ada-002 model (1536-dimension vectors)
- **Pinecone:** Vector database (free tier supports 100K vectors)
- **JavaScript:** Document chunking and preprocessing
## Target Audience
Mid-market cybersecurity firms ($1M-50M revenue) with:
- 50+ security policies and procedures
- Multiple compliance frameworks (SOC 2, ISO 27001, HIPAA)
- Distributed teams needing instant documentation access
- Audit frequency of 2+ per year
## Business Impact
- **Time Savings:** 85% reduction in policy search time (4 hours to 30 seconds)
- **Accuracy:** 100% relevant results vs. 60% with keyword search
- **Consistency:** Single source of truth eliminates conflicting policy versions
- **Scalability:** Handles 10,000+ documents without performance degradation
---
Built by Kunsh Tanwar | ETXcyberops | Contact: kunsh@etxhuman.com
.png)