What Quality Assurance Taught Me About Product Management
What Quality Assurance Taught Me About Product Management
I started my career in quality assurance for banking and payments, testing systems used by large numbers of customers at US banks. Later I led QA teams, then moved into product roles. People sometimes treat that path as a change of direction. For me it was a steady line, and the QA years shaped how I work as a product manager.
You learn where products actually break
Testers see the edge cases that never make it into a roadmap slide: the unusual currency, the approval that sits half finished, the retry that runs twice. That habit of asking "what happens when this goes wrong?" is one of the most useful things a product manager can bring into a requirements discussion.
Acceptance criteria are a product decision
Writing a good test strategy forces you to decide what "working" means. That is the same question a product manager answers when writing acceptance criteria. When those criteria are vague, the team ends up deciding them during testing, which is the most expensive time to do it.
Release readiness is a conversation, not a checkbox
In QA I ran release gates and UAT sign-offs. The useful part was never the checklist. It was getting technology, product and operations to agree, out loud, on what risk they were accepting. I still run releases that way.
Hypercare is part of the launch
Supporting a release in production, triaging defects and protecting service levels taught me that a launch does not end at deployment. The first days in production are where customers decide whether to trust what you shipped.
Where AI fits
Building AI products in the Curious PM cohort brought these habits back into focus. AI features fail in less predictable ways than rule-based systems, so thinking like a tester about evaluation and edge cases matters even more.
Shivaprasad skipped presentations and built real AI products.
Shivaprasad Patil was part of the August 2026 cohort at Curious PM, alongside 24 other talented participants.