← The AI Advantage Sprint

Natural dialogue for your users

Conversational AI

Conversational AI interfaces — customer support bots, sales assistants, and internal copilots with context awareness, memory, and tool use.

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Research & discovery

  • Conversation flow and intent mapping
  • Knowledge base content audit
  • Escalation to human agent requirements
  • Multi-language and tone guidelines

Development approach

  • Intent classification and slot filling
  • Context window management for long conversations
  • Tool calling for live data retrieval
  • Seamless handoff to human agents

Recommended tech stack

OpenAI

LLM

Conversational models with tool use.

Node.js + TypeScript

Backend

Chat API and session management.

Redis

Sessions

Conversation state and context cache.

PostgreSQL

Database

Chat history and analytics.

Key features

  • Multi-turn conversational interface
  • Knowledge base integration
  • Human agent handoff
  • Conversation analytics dashboard

Deliverables

  • Conversational AI prototype
  • Chat widget or API integration
  • Knowledge base connector
  • Analytics and satisfaction tracking

Other application types

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