Don't Cut Your Testers, Promote Them: Quality Engineers as Your Missing AI Operators
A leadership talk arguing that cutting the QA team is the most expensive saving a CIO can make when AI writes the code.
By Michał (Mike) Buczko, quality and delivery leader at Carrier/Viessmann.
When AI writes the code, the first saving many organisations reach for is the QA team. This talk argues that it is the most expensive saving a CIO can make. AI makes delivery faster and trust harder to earn, and the people best placed to judge AI output are the ones who already judge software for a living.
I see it from two sides. I approve product software releases across 25+ R&D teams, and I shipped an iOS app by directing AI agents, where the agents never lacked speed and always lacked judgement.
What the talk covers
- Why the QA team looks like the obvious saving when AI writes the code, and what that saving removes.
- What AI output still needs from a person: a judgement about risk, impact and business context.
- The AI operator role: what it is, and which skills sit behind it.
- Why quality engineers are the closest fit for that role, and what they still need to learn.
- How to move quality engineers into the role instead of out of the organisation.
Who it is for
CIOs, VPs of Engineering, and HR and transformation leads who are deciding what AI means for their team structure. No coding knowledge is needed.
What you take away
- The case, in terms a board understands, for keeping and upgrading quality roles.
- A description of the AI operator role and the skills behind it.
- First steps to move quality engineers into that role in your organisation.
Where I have given it
New for 2027 — available for conferences and company events. It has not been delivered publicly yet.
Related reading: trust is produced, not felt.
Slides and recordings
This talk is new, so there is no recording of it yet. Slides are available to organisers on request. Recordings of my earlier talks are on the Speaking page.
Format and practical details
- Length: 30–45 minutes plus Q&A; it also works as a keynote.
- Language: English or Polish. Polish title: "Nie zwalniaj testerów, awansuj ich: inżynierowie jakości jako brakujący operatorzy AI"
- Level: leadership audience; no coding knowledge needed.
- Room and tech: a projector or screen to connect to.
- Formats: conference talk, keynote or company event.
Related talks
- Who Signs the Release When AI Writes the Code?
- From Tester to AI Operator: Building the Career Path Before You Need It
- The Speed Trap: Reporting AI Productivity to the Board Without Fooling Anyone
Book this talk
To book this talk, start at the Speaking page, book a 30-minute call or message me on LinkedIn.
