
Every year, I pay for insurance hoping I never have to use it. That's the point of insurance. It is there, IN CASE we need it. But I would much rather not think about it, honestly.
Unfortunately, that's exactly how a lot of organizations think about quality.
They know it's important. They know they need it. But it never seems urgent until production is down, a customer escalates an issue, security identifies a vulnerability, or an executive asks the question no one wants to hear:
"How did this happen?"
Suddenly, quality becomes everyone's priority. Budgets appear as if they were cast from a spell. New tools get approved. Processes are reviewed. Meetings fill all the calendars. For a brief moment, everyone is committed to "quality matters."
Then the dust settles.
The incident becomes a story people reference in meetings, usually as a win they were able to steer from an iceberg. Then ...priorities shift, and quality quietly returns to being viewed as “expendable” instead of a business strategy. If I had a dime for each time I've seen this cycle, I could afford a case of eggs at today’s prices.
But every time, I think the same thing:
Why are we asking quality to fix problems it was never given the opportunity to prevent?
Quality Was Never Meant to Be the Cleanup Crew
One of the biggest misconceptions about Quality Engineering is that our job begins when development ends.
Find the bugs.Log the defects. Approve the release. Repeat.
That approach might have worked when software moved slower. It doesn't hold up in today's world.
Quality isn't something you add at the end of the development lifecycle. By then, you're mostly measuring the outcome of decisions that have already been made.
If those decisions were rushed, unclear, or made without understanding the risks, no amount of testing magically fixes them.
Testing is important. But testing has never been JUST the quality strategy. There is sooooo much more that goes into quality as a discipline, testing as a skill, and building a quality culture.
AI Didn't Create the Problem. It Changed the Timeline
One of the biggest conversations in technology right now is how AI is accelerating software development, which is extremely exciting. There’s so much that can be done. But in that same wide range of change, lies a smaller margin for error.
Imagine your engineering teams are suddenly delivering code several times faster than they were a year ago. Every incremental increase in velocity creates more opportunities for innovation...and risk.
Organizations that see quality as a final checkpoint often discover they've simply moved the bottleneck. Code moves faster, but confidence doesn't. Teams spend more time reacting than improving, as customer trust becomes harder to earn, and they end up the guinea pigs in the organization’s experiment to “token max”.
Organizations navigating this well aren't necessarily the ones with the biggest quality teams or the most tools. They recognized that when engineering changes, quality has to evolve with it.
They didn't wait for velocity to expose the gaps, because they predicted where they would appear.
The Conversation We Should Be Having
One of the reasons I love working in quality engineering is that it gives you a front-row seat to how organizations make decisions.
The healthiest organizations I've worked in don't treat quality as someone else's responsibility. Or as that person's responsibility or even that department's responsibility. It's owned and assumed to be owned by everyone. It's the very foundation that we are “in this together” to make an excellent product, and the quality shines through that.
This doesn't happen in a vacuum. It happens in how people collaborate, how they show up, how they talk about risk, how they balance speed with confidence, if people are comfortable raising concerns before they become a customer problem. Notice how I said nothing about testing because testing is fundamentally a skill embedded within the discipline of quality. Much like surgery is a skill within the medical field. Surgery alone is not indicative of excellent medicine, but removing it where it is needed would leave a dangerous gap in care. Testing is no different. Testing alone does not create quality, but without it, weaknesses form in the foundation and eventually surface somewhere far more expensive. When the organization sees how quality is the investment that protects customers, supports engineers, and strengthens the business over time, it creates the very mindset that cultivates the quality culture.
Maybe the question isn't whether your organization values quality. Most organizations say that's their highest priority. Maybe the better question is:
“When does quality enter the conversation at your organization?”
The answer reveals whether quality is still being treated like an insurance policy, or as a strategy that helps ensure your systems are working for the business, the people building it, and the people trusting you as they use it.
Jessica Mosley is a Quality Engineering leader, international speaker, and consultant with more than 20 years of experience helping organizations rethink quality, engineering culture, and AI adoption. She writes and speaks on quality strategy, leadership, and building engineering organizations that deliver with confidence.
LinkedIn: https://linkedin.com/in/jessicamosley
Speaking & Consulting: https://linke.ro/jessicamosley
