Reply

Draft replies in seconds, not minutes.

Context-aware response generation grounded in your knowledge base, conversation history, and customer context. Review, refine, send.

Everything you need

Built for production. Designed for simplicity.

Context-Aware Drafts

Generate responses using conversation history, customer profile, and relevant KB articles — not generic templates.

KB Grounding

Automatically retrieve and cite relevant knowledge base articles to ensure accuracy and consistency.

One-Click Polish

Refine tone, length, and formality with a single click. Match your brand voice automatically.

Quality Scoring

Each draft includes a confidence score and source citations so agents can review before sending.

Multi-Turn Awareness

Understand the full conversation thread, not just the latest message. Avoid redundant suggestions.

Provider Agnostic

Works with any LiteLLM-supported model. Use the provider that fits your cost and quality requirements.

Simple to use

Generate a context-aware reply from conversation history.

Full API Reference
reply_example.py
import httpx

resp = httpx.post("http://localhost:8002/reply", json={
    "messages": [
        {"role": "customer", "content": "I can't find my invoice"},
        {"role": "agent", "content": "I'd be happy to help! Let me look that up."},
        {"role": "customer", "content": "It's for last month"}
    ],
    "customer_tier": "premium",
})

Endpoints

Clean REST APIs. No SDK required.

POST
/reply
Generate a draft reply
POST
/reply/refine
Refine an existing draft
GET
/health
Service health check

Learn more about Reply

Explore how this AI capability can transform your support operations.