AI / Support Automation / 2026

AI Support Lab

Reusable AI support engine for classification, routing and answer drafts.

Overview

What it is

AI Support Lab is a reusable support automation layer for SaaS products: classification, routing, knowledge retrieval and draft responses.

Problem

Why it exists

Support automation often becomes a fragile set of prompts without metrics, logs, fallback rules or product-specific tools.

Solution

How it works

AI Support Lab is designed as a reusable backend component with structured events, knowledge base retrieval, confidence scoring and human-readable audit logs.

Features

Core capabilities

  • Ticket classification
  • RAG over product knowledge
  • Suggested replies
  • Routing and priority scoring
  • Tool-ready backend architecture
  • Metrics and evaluation hooks

Stack

Technology

Python FastAPI PostgreSQL Embeddings LLM Redis