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Voltra AI Assistant
An AI-powered customer support platform using retrieval-augmented generation to resolve 65% of tickets without human intervention.
Verified Outcome
65% ticket deflection rate, 1.4s average response time
voltra-ai-assistant.pixelpathsolutions.in
Voltra AI RAG Pipeline
LLM Orchestration Active
97.2% Confidence
Retrieved Context Docs
API_docs_v3.2_final.pdf (Chunk #812)
Latency
1.4s
[User]:How do I authenticate with a JWT token in the web socket interface?
[Voltra AI]:
To auth via WebSockets, send a JSON payload with the event
auth containing your JWT:{ "event": "auth", "token": "Bearer <JWT>" }Validated against system specs. Citations: [api_ws.md]
● Generation streaming...
The Engineering Challenge
Design a RAG pipeline that achieves sub-2-second response latency while maintaining accuracy across 200K+ knowledge base documents, with graceful handoff to human agents.
Architecture & Design Decisions
Scalable Database Modeling & Indexes
Custom indexes, read-replicas, and query optimization patterns were engineered to support the platform’s high concurrency demands while containing cloud infrastructure compute costs.
Hardened Security & Threat Mitigations
Rigorous end-to-end data encryption, JWT-based security validation, and role-based privilege checks are enforced at every routing middleware layer to ensure complete compliance.