Conversational AI product atmosphere—routing, guardrails, and rollout.

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AI / SaaSAISaaS

AI Chatbot Platform

LLM-powered support automation with human escalation, analytics, and safe policy layers.

Conversational AI product atmosphere—routing, guardrails, and rollout.

Overview

We delivered a production-grade assistant stack: retrieval over internal docs, confidence scoring, CRM handoff, and operator dashboards. The system prioritizes first-contact resolution while preserving audit trails for regulated replies.

Key results

Representative outcomes for this engagement.

  • CSAT +18 points in 60 days
  • 38% ticket containment with safe escalation
  • p95 answer latency < 1.2s

Features

  • Multi-channel chat (web + helpdesk embed)
  • RAG with document versioning
  • Human-in-the-loop escalation
  • Containment & CSAT analytics

Tech stack

Node.jsPythonOpenAI APIPostgreSQLRedis

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Conversational AI product atmosphere—routing, guardrails, and rollout.

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