# AI Agent with Confidence-Based Clarification ## The Problem Security firms using AI agents for client support face critical risks: - Hallucinated answers about compliance requirements destroy trust - Wrong threat intelligence or incident response guidance creates liability - Generic chatbots guess instead of asking for clarification - Support teams can't verify AI accuracy before responses reach clients - One incorrect compliance answer can cost $50K-500K in audit failures ## The Solution Voiceflow agent with confidence-based clarification logic: - Evaluates response certainty before answering (80% confidence threshold) - Automatically asks ONE clarifying question when uncertain - Prevents hallucinations by refusing to guess - Continues conversation naturally after receiving clarification - Uses conversational tone ("I want to make sure I answer correctly...") ## Use Cases 1. **MDR/SOC Client Portals**: Answering threat intel questions without hallucinating IOCs 2. **GRC Compliance Chatbots**: Clarifying which framework (GDPR/HIPAA/SOC2) before answering 3. **Security Helpdesk Automation**: Routing incident questions to correct team when unclear 4. **Offensive Security**: Clarifying scope/rules of engagement before providing pentest guidance ## Tech Stack - Voiceflow AI Agent (GPT-4 integration) - Custom system prompt with confidence evaluation logic - Conditional branching based on response certainty - Single clarification question per turn - Context retention for multi-turn conversations ## Target Audience Mid-market cybersecurity companies ($1M-50M revenue): - MDR/SOC providers automating tier-1 client support - GRC consulting firms building compliance Q&A systems - Security firms afraid of AI hallucinations in client-facing tools - Any security company wanting AI support without liability risk ## Impact - Reduces support escalations by 40% (handles more questions accurately) - Prevents costly compliance misinformation - Builds client trust in AI-assisted support - Zero hallucinated security advice reaching clients - Decreases support team workload while maintaining accuracy image image Built by Kunsh Tanwar | Founder of ETXcyberops | Contact: kunsh@etxhuman.com