Scaling Quality Engineering: How to Deliver Faster Across Global Teams with Sunita McCoy

TestGuild Automation Podcast33mApril 7, 2026

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AI-Generated Summary

In this episode of the Test Guild Automation Podcast, host Joe dives into the challenges and realities of scaling quality engineering across global teams, featuring expert Sunita McCoy, a global engineering leader with deep experience in platform quality, SRE, and AI adoption at Fortune 100 companies. Sunita shares candid insights on why most quality transformation initiatives fail—primarily due to lack of top-down sponsorship, cultural resistance, and insufficient time for upskilling—emphasizing that transformation must be driven by psychological safety, grassroots momentum, and leadership trust. She advocates for a human-in-the-loop approach to AI, where tools augment rather than replace human judgment, and stresses the importance of aligning AI adoption with business context, team capabilities, and generational diversity. Sunita also challenges common myths, such as AI replacing testers or automation being a silver bullet, arguing instead for practical, phased adoption with real-world constraints in mind. Her advice centers on embracing change, fostering collaboration, and measuring success through customer-impacting metrics like production stability.

Key Takeaways
1

Top-down sponsorship and cultural readiness are essential for successful quality transformations—without them, even the best tools fail.

2

AI should be seen as a peer reviewer and efficiency accelerator, not a replacement for human judgment, empathy, and domain expertise.

3

Start quality transformations with practical, AI-native testing strategies and strategic partnerships to reduce risk and accelerate learning.

4

Production stability is the most important metric for quality leaders—it directly reflects customer impact and business value.

5

Avoid the trap of expecting 100% automation coverage; focus instead on meaningful test effectiveness, environment constraints, and realistic delivery timelines.

…and 2 more takeaways available in PodZeus

Chapters
0:00
2 min

The Quest for Quality at Scale

Joe sets the stage with a poetic intro to the Test Guild Automation Podcast, framing the episode around the central question: why do so many quality and automation transformations fail at scale?

2:20
3 min

Sunita McCoy: From Developer to Transformation Leader

Sunita shares her journey from software engineering and TIBCO integration platforms to becoming a global leader in quality and SRE, highlighting her early career as a consultant and her natural inclination toward leadership.

5:20
5 min

Leadership in the Age of AI

Sunita discusses how leaders must personally engage with AI—using tools like Copilot and WordPrompt—to build credibility and guide teams through the learning curve, emphasizing hands-on experience over theory.

10:00
5 min

Building Psychological Safety and Capacity

We're creating the space for them to truly learn and grow. And as we champion that strategy and allow the grassroots momentum to take place...

Highlight
15:00
5 min

AI as a Peer Reviewer, Not a Replacement

I see AI platforms being more of a peer reviewer where I have a higher level of confidence about the tests that I'm delivering...

Highlight
High-Impact Quotes
You have to have top-down sponsorship and alignment. Without the sponsorship and alignment, most transformations are going to fail.
Sunita McCoy24:11
Viral: 90.0
I see AI platforms being more of a peer reviewer where I have a higher level of confidence about the tests that I'm delivering...
Sunita McCoy10:09
Viral: 88.0
Embrace change and have the courage to continuously learn and grow. Very important. I think that'll keep you at par with the time.
Sunita McCoy31:30
Viral: 87.0
Speakers

Host

Joe

Guest

Sunita McCoy
Topics Discussed
quality transformation95%production stability92%ai in testing90%leadership and culture88%upskilling and learning capacity87%human-in-the-loop86%global team collaboration85%generational differences in tech adoption80%
People & Brands

AI

other

22xPositive

Sunita McCoy

person

15xPositive

Joe

person

12xPositive

Test Guild Automation Podcast

media

8xPositive

Foot Locker

organization

4xPositive

Copilot

product

3xPositive

mainframe

other

3xNeutral

WordPrompt

product

2xPositive

TIBCO

organization

2xNeutral

Fortune 100

organization

1xPositive

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