The Oneclik Journal
Field notes on bug reporting and AI in QA.
Practical, vendor-neutral writing for engineering and QA teams who want to shorten the line between a bug being seen and a fix being shipped.
More writing
4 posts · updated regularly
- AI in QA
AI Summaries vs Manual Triage: A Cost & Quality Breakdown
How AI-generated bug summaries compare to manual triage on cost, latency, and quality - with a framework to decide where each one belongs.
7 min - Bug Reporting
The Bug Report Template Developers Actually Act On
A field-tested bug report template, with the seven fields developers care about, why most templates fail, and how to roll it out without slowing reporters down.
8 min - Bug Reporting
What Counts as a Good Bug Report (And Why Most Aren't)
A definition of a good bug report, the four reasons most fail, and what teams can change this quarter to fix it - without retraining a single reporter.
7 min