Skip to content
‹ Back to IndustriesHealthcare

Continuous Integration and Automated Testing: When, Why, and How

No one loved group projects in school, but working together as a team is important at any level of business. Working in a team always can be complicated, but that’s especially true when developing engineering services for medical device, said Mike Goulet, Program Manager and Principal Software Engineer at Sunrise Labs. That’s why developing processes…

This story was produced through MarketScale. See how Healthcare teams put it to work with Executive Thought Leadership.

·
Share
Continuous Integration and Automated Testing: When, Why, and How

Free workspace

Turn your Healthcare expertise into content.

Record interviews, organize footage, and write with AI on a free trial of the MarketScale platform for qualifying companies. No demo required, no credit card.

Try it Free

No one loved group projects in school, but working together as a team is important at any level of business.

Working in a team always can be complicated, but that’s especially true when developing engineering services for medical device, said Mike Goulet, Program Manager and Principal Software Engineer at Sunrise Labs. That’s why developing processes that run on their own, like continuous integration and automated testing, is critical.

“One benefit and one real challenge in medical device development is … controlling the tools that are used to develop the software. One of the projects I was on recently, I think there must be 20, 30, 40 maybe 50 if you add it all up – [there were] so many tools involved in that build of software between compliers, handwritten tools, off-the-shelf products, repositories, testing tools,” Goulet said.

“When you’ve got 20 developers and you say, ‘This is how you’re supposed to develop the software and these are the tools and configurations you’re supposed to use,’ it’s really, really important you do it in a very specific way, because we have to control the inputs and outputs.”

That’s especially true in an industry like the heavily regulated medical device space. With continuous integration, all members of the team can find the right tools all in one place.

Keeping everyone on the same page and making sure the software stays in compliance is among the benefits of deploying continuous integration and automated testing, and, as Jim Turner, Director of Software Engineering at Sunrise Labs, noted, it’s an opportunity to make sure work isn’t repeated or undone, saving time and money for the client.

“The concept is not too hard, but entropy is at work. You get developers, you get five people together, and you don’t have control over what they’re going to do – you’ll have a mess on your hands very shortly,” Turner said. “So, think about the universe wanting to break apart. So does your code, ultimately, so you’ve got to put the processes together to bring it back.”

Follow us on social media for the latest updates in B2B!

Twitter – @MarketScale

Facebook – facebook.com/marketscale

LinkedIn – linkedin.com/company/marketscale

Your experts belong here

Every story in MarketScale Healthcare starts with a company putting its clinicians, service-line leaders, and field engineers on the record. Buyers are already reading this topic. The only question is whose experts they find.

Service-line buyers vet vendors quietly, and your clinicians become the proof they find while doing it.

Book DemoSee how it works15 minutes, straight to a calendar.
B2B Weekly

The week in Healthcare, and sixteen other industries, every Monday.

Ten stories, one-line takes, five minutes. Free.

Healthcare: are you visible to AI?

Before they reach out, Healthcare buyers ask AI engines which vendors to trust. Explore how your experts, customers, and partners can become useful content for buyers and AI search.

Free Trial

You just read one Healthcare expert. Your company is full of them.

This article was produced through MarketScale. The same platform turns your clinicians, service-line leaders, and field engineers into the articles, video, and social content Healthcare buyers are searching for. Start a free trial and see it with your own people. For qualifying companies, no credit card, no demo required.

NPS +73 · 1,000+ creators · 38+ countries

What your free trial includes

Hands-on access to the MarketScale platform
Media requests to your crowd, remote recording, AI writing tools
No demo required. No credit card.
For qualifying companies. Company confirmation required.

More Healthcare Insights

Hospitals can meet antibiotic stewardship rules without a full-time ID hire

Hospitals can meet antibiotic stewardship rules without a full-time ID hire

Access TeleCare pharmacist Ashley Selby describes a telehealth antimicrobial stewardship model sized to each hospital's gaps. Joint Commission Standard MM.09.01.01 and 42 CFR 482.42 require a qualified physician and/or pharmacist leader, not a full-time hire, and a 14-study meta-analysis found telehealth stewardship cut antibiotic days of therapy without changing mortality.

  • 01Joint Commission Standard MM.09.01.01, in force since January 2023, requires a physician and/or pharmacist qualified in infectious diseases or stewardship to lead the program, and its committee note allows remote participation.
  • 02The Board of Pharmacy Specialties counts more than 2,380 BCIDP pharmacists nationally, while many small hospitals still assign stewardship to pharmacists without ID training.
  • 03A 14-study meta-analysis found telehealth stewardship raised guideline adherence and cut antibiotic days of therapy, but did not significantly change mortality.

Nov 9, 2026

Caris launches blood-based treatment response monitoring as Q3 revenue rises 27%

Caris launches blood-based treatment response monitoring as Q3 revenue rises 27%

Caris Life Sciences completed approximately 61,500 clinical cases in Q3 2026 and raised 2026 revenue guidance to $1.04-$1.05 billion. Caris Assure is now available for therapeutic response monitoring, and Caris Confirm, a minimal residual disease assay, is targeted to launch before year-end.

  • 01Caris said higher operating expenses were driven primarily by headcount-related costs, research and development investment and marketing.
  • 02Caris Assure is now available for therapeutic response monitoring, and Caris Confirm, a whole genome, tumor-informed assay for minimal residual disease, is targeted to launch before year-end.
  • 03Caris reaffirms its guidance for clinical therapy selection volume growth of approximately 20%.

Nov 8, 2026

Denials get a queue, underpayments just look like paid claims

Denials get a queue, underpayments just look like paid claims

Underpayments in healthcare revenue cycle operations lack the visibility of denied claims because they don't trigger alerts or queue workflows. Without dedicated ownership and line-level verification against contract terms, paid claims that fall short of their contractual amount pass through undetected.

  • 01Denial workflows activate on rejection events, but underpayments produce no event, leaving paid claims unverified by default.
  • 02The speaker says many provider groups lack line-level contract intelligence to check each paid line against the applicable terms.
  • 03Payment received and payment checked are separate tasks: one verifies acceptance, the other verifies correctness—and the second often has no assigned owner.

Nov 6, 2026

Explore More Healthcare Insights

Read more expert perspectives from across Healthcare.

Browse Healthcare Hub

For B2B teams

Your experts could be publishing here

Stories like this one run on content MarketScale captures from real practitioners. See how your team's expertise becomes coverage in Healthcare and beyond.

Book a Demo

Or call us. No forms required. We pick up. 214-945-2512