I don't just write tests — I build the infrastructure that makes quality inevitable.

At Cerence (Automotive AI), I architect end-to-end QA systems for LLM-based in-vehicle assistants shipped to major global OEMs. Before that: rail safety automation at Siemens, capital markets platforms at Morgan Stanley via Capgemini, and telecom operations at Vodafone via TCS.

Languages

Testing & Automation

Frameworks & Dev Tools

Data & Databases

Collaboration & ALM

Solution Architect · Product Owner · Lead Developer

Designed and built a proprietary test automation framework from scratch, now used as the foundational QA infrastructure across Cerence's OEM delivery pipeline. Replaced fragmented manual processes with a unified, scalable engine — cutting regression cycles and driving consistent quality gates.

Test Lead & Manager

Test strategy and execution lead for an LLM-powered (ChatGPT-based) in-car assistant — one of the most complex QA domains in the automotive industry today. Managed multi-OEM delivery with AI response evaluation, safety-critical regression, and cross-functional stakeholder alignment.

Test Professional · Siemens Technology

Migrated manual test suites to automated coverage for a safety-critical rail signalling system. Automated artifact creation, regression runs, and release processes — driving measurable reduction in manual overhead with zero compromise on traceability.

• 📊 QA Dashboard — FastAPI + Streamlit app to visualise PyTest results and track test health over time
• 🤖 LLM Test Evaluator — tool to score and compare LLM responses against expected outputs at scale
• 🧪 AI Test Case Generator — input a feature spec, generate structured test cases in PyTest / Gherkin format

Automotive AI (LLM)   ████████████████████  Active
Rail Safety (ETCS)    ████████████████░░░░  3.5 yrs
Capital Markets       ████████████░░░░░░░░  3 yrs
Blockchain / DLT      ████████░░░░░░░░░░░░  1 yr
Telecom Operations    ████████░░░░░░░░░░░░  3 yrs

I'm always open to conversations about test architecture, LLM evaluation challenges, building QA tooling, or senior SDET / QA Architect opportunities.