About | Sourav AI Labs

Sourav Singh is a Lead SDET at CRED bridging quality engineering and AI systems.

Who I Am

I am Sourav Singh, a Lead SDET at CRED based in Bangalore, India. I have spent 10+ years making software reliable at scale. Now I am applying that same rigour to AI systems.

Most engineers treat AI as magic. I treat it as a system to be tested.

What I Believe

Quality is the missing discipline in AI engineering.

AI moves fast. Models drift. Outputs are probabilistic. Most teams are shipping AI features with the same testing playbook they used for deterministic software, and it is not working.

QA engineers are the most underrated people in the room when it comes to AI. They understand failure modes. They think adversarially. They care about trust, not just velocity. That is the mindset this industry needs more of.

What I Do

I run a public 52-week GenAI testing journey to document what actually works when you apply quality discipline to AI systems:

Test strategy for AI-enhanced product features
Quality gates that catch model drift before users do
Evaluation frameworks for LLM-based workflows
Honest notes on what fails and why

What This Site Is

Sourav AI Labs is where I publish everything I learn:

Playbooks for QA engineers navigating the AI shift
Systems and frameworks grounded in real production constraints
Ideas that help engineering leaders build AI products worth trusting

Connect

If you are building AI systems and care about quality, this site is for you.