From test cases to AI-ready quality data: why structure matters

22 years in 22 minutes - lessons learned and how they apply in the AI era

From test cases to AI-ready quality data: why structure matters  image

Hi there. I'mΒ Rosie Sherry, and I'm yourΒ MoTaverse Weekly host.

We've been putting in more thought into our Community as a Service mindset. Expect to hear more about it in the coming weeks and months, but for now, consider that the MoTaverse can help you with your imposter syndrome, to squish it away. That you, your thoughts and experience are valid and interesting enough to be heard by the community. When we encourage you to step up and do something out of your comfort zone, that is Community as a Service in action. And we're so here for it.

πŸ”₯ The MoTaverse is a member supported organisation. Join today to level up your tech career.

πŸ“Έ Image this week is a bug representation of Clare Norman on stage.

πŸ—“οΈ Events this coming week: QFireside Chat: The AI Eval Mindset | The Rise of Agentic Testin | From AI-Generated Tests to Real Quality with Tatyana Arbouzov | TWiC: This Week in Community | This Week in Quality

Β 


Can Your QA Catch Chatbot Hallucinations?

Chatbots give different answers to the same question. Learn how to test for wrong answers that sound right.


Quality Guidance: Be honest, be yourself, sneak it in, add in the fun and 404 Simon β€” Rosie Sherry & Simon Tomes, with Gary Hawkes, Eamon and Judy

A lively discussion on career growth, engineering leadership, community, bringing joy to testing, and navigating AI.


The hidden leadership of Quality Professionals: skills you only earn when everything goes to hell β€” Nancy Kelln

Recognise and use the hidden leadership skills of quality professionals to explain project risks in business terms, so leaders make go-live decisions based on evidence instead of hope.


From The Traitors to Testers: Why Perspective Matters β€” Simon Devon

Simon Devon explores how diverse lived experiences can make testing more inclusive, uncover overlooked issues, and improve software quality.


The AI risk list continues:


From test cases to AI-ready quality data: why structure matters β€” TestRail

Learn how to structure and organize test management data as an AI-ready foundation that gives AI systems richer context for testing insights and workflows.


22 years in 22 minutes - lessons learned and how they apply in the AI era β€” Jason Huggins

Discover the timeless lessons Selenium creator Jason Huggins has learned over 22 years, from knowing when to quit to staying curious, and how they apply to testing and building software in the AI era.


Joy for all: always be inviting, working in seasons, and bridging generations β€” Rosie Sherry & Simon Tomes

What might change if your community worked in seasons and kept inviting new voices? Reflections on joy, gifting, OKRs, and learning across generations


Agentic Steel Thread for Test Automation β€” Blessan Thomas

Blessan Thomas demonstrates how an agentic AI framework can automate the testing lifecycle, using progressive context building, self-healing tests, and human oversight.


QA trailblazers are rewriting the rules in the age of AI β€” Julius Mong

Julius Mong explores how agentic AI can transform test automation, reduce maintenance, and help testers evolve into QA orchestrators.


Can we actually co-own quality? β€” Susanne Abdelrahman

Learn how to share quality ownership across your team by passing on the judgement behind your practices, using a simple responsibility model that makes accountability clear.


The tipping point: AI and coding chaos β€” Nadim Rohani

Nadim Rohani explores how AI amplifies organisational complexity and why strong guardrails, systems thinking, and proactive testing are essential to managing risk.


AI-powered testing: supercharging the human tester β€” Caitlin Randles

Up skilling and empowering Test Engineers to streamline testing, not replacing them!


Stop guessing, start seeing: the rise of Observability-Driven Testing β€” David Burns

Learn how to use production telemetry and trace-based testing to catch hidden failures, like background microservice errors, that traditional scripted tests miss.


Stability is a system, not a metric: lessons from scaling mobile test automation β€” Pranav Pandit

Discover how to treat automation stability as a system problem, using lessons from a 2,000-test mobile suite that moved to around 90% reliability.


Many Moments in the MoTaverse this week, create your moment today.


Enterprise-Grade Power, Small Team Price

Team of 5 or fewer? TestRail now starts at $22/user. Test case management, defect integrations, reporting, and more.

TestRail. Heads up, small teams! There's a new TestRail plan built for you. $22 per user. Buy now.

πŸ“†Β All upcoming events

MoTaverse, in person

MoT Chapter events

Partner events

The MoTaverse is the Community as a Service for tech professionals. We are an independent and member-supported organisation, here to uplift the technology industry.Β Upgrade to Professional Membership, available for individuals or teams.

Rosie Sherry profile image
Rosie Sherry
CEO & Founder of the MoTaverse
She/Her

I've been working in the software testing and quality engineering space since the year 2000 whilst also combining it with my love for education and community. It turns out quality, community and education go nicely hand in hand.

I'm here for community as a service and building the best possible tech community out there.

πŸŽ“ MoT-STEC qualified

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