I help digital products detect hidden logic failures, prevent systemic regressions, and improve reliability under real-world conditions.

With 15+ years in QA , I don’t focus only testing systems where traditional QA fails but also help to put guardrails for chatbot/AI product where chances of system hallucination, edge cases, uncertainty, and real-user behavior.

🔍 What I Do

• Logic Integrity Testing
• System Risk Detection (Drift, Regression, Failure Points)
• AI / Complex System QA Audits

⚡ Offer

48-Hour QA Audit — Identify critical risks before they impact users.

📩 Contact

• Email: [email protected]
• LinkedIn: https://www.linkedin.com/in/swapnil-tiwatane-48871455/

📂 Pages

• QA Case Studies
• My QA Framework (ARCH)
• 48-Hour QA Audit Offer
• About Me