Subhankar Mridha — Product Manager

With 8+ years of experience, evolving into a Test Architect focused on building intelligent, scalable, and autonomous quality systems. Designing systems that continuously evaluate, detect risk, and improve product quality across releases. My work centers around: • Designing end-to-end test architectures for UI, API, and distributed systems • Building AI-driven QA systems (multi-agent frameworks) for autonomous test execution, validation, and reporting • Developing evaluation frameworks (LLM + rule-based) to measure response quality, faithfulness, and guardrails in AI systems • Enabling intelligent test impact analysis and defect pattern detection using data and trace-level insights • Improving release confidence by shifting from reactive testing to proactive quality engineering I have hands-on expertise in: • Languages & Frameworks: Python, Java, PyTest, Selenium, Appium • API & Integration Testing: Postman, ReadyAPI (SoapUI Pro) • System Design: Test architecture, observability, and scalable automation systems • AI in Testing: LLM-based validation, LangSmith trace analysis, DeepEval-based scoring, autonomous QA agents Domain experience: Banking & Capital Markets, Crypto Exchanges, Trading Platforms, Investment & Asset Management systems Currently focused on: • Building autonomous QA ecosystems that operate continuously • Applying AI/LLMs to test generation, validation, and defect prediction • Creating systems that quantify quality, not just validate it If you’re solving problems around scale, reliability, or AI-driven systems, I bring a systems-first approach to quality.

Stackforce AI infers this person is a Fintech Quality Engineering expert with a focus on AI-driven testing solutions.

Location: Bengaluru, Karnataka, India

Experience: 8 yrs 8 mos