Production RAG & Test Automation Platform by Akshay KathiriyaProduction RAG & Test Automation Platform by Akshay Kathiriya

Production RAG & Test Automation Platform

Akshay Kathiriya

Akshay Kathiriya

Overview

Production AI automation work for a B2B SaaS client under NDA. Built a LangGraph-based engine that ingests PDF specifications and Git repositories into vector search, then generates structured test suites from tickets.

Problem

Manual QA scripting and searching large technical document sets slowed release cycles.

Solution

LangGraph + Claude pipeline for document and repo ingestion
Vector search over specs and code context
Automated test suite generation from structured tickets
NestJS API + React dashboard for internal teams
Deployed on AWS ECS with Redis and Milvus

Outcome

Significantly reduced manual QA scripting effort for the client's engineering team.

Stack

NestJS · React · LangGraph · Claude · Milvus · Redis · AWS ECS

Note

Client name, screenshots, and repositories are confidential (NDA). This case study describes capabilities only — no proprietary assets shown.
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Posted Jun 15, 2026

NDA-safe case study: production LangGraph + RAG platform for B2B SaaS — doc/repo ingest, vector search, automated test generation. NestJS, Milvus, AWS.

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Timeline

Jan 1, 2024 - Dec 1, 2025