The Quest for Perfect Products
November 11, 2024 | Marcy LaRont, I-Connect007Estimated reading time: 7 minutes
Anna-Katrina Shedletsky is a former Apple engineer who formed her own company, Instrumental, to address what she felt were frustrating and costly engineering problems and inefficiencies at Apple. She’s passionate about her quest to build perfect products faster than ever before.
In this interview, Anna shares her journey from creating innovative products like the Apple Watch to addressing the complexities of failure analysis in manufacturing. She also discusses an upcoming educational webinar she is hosting with Valentina Ratner, CEO of AllSpice.io, for engineering leaders in the manufacturing space. They look forward to providing “real talk” and value to their engineering colleagues.
Marcy LaRont: Anna, tell me about your background and why you formed Instrumental.
Anna-Katrina Shedletsky: I'm a mechanical engineer with two degrees from Stanford. Initially, I didn't know what I would do with those degrees, but I had this interest in “perfect products.” Intellectually, it’s such an interesting idea, and I had this naive assumption that Apple must make perfect products because they make a million iPhones a day. Even a 1% yield problem would be too many “bad” phones, so they must have the secret to perfect products. I was fortunate enough to be hired at Apple, and by day two, my bubble burst: Apple didn’t have perfect yields. No one in the industry does. I then spent the next six years at Apple learning why perfect products are really hard to make, how the pursuit of building perfect products is not cheap, and why that lack of perfection is so costly.
As a product design engineer, I worked on a handful of iPod programs. I also led the first-generation Apple Watch system product design. It came with a lot of innovation—and challenging problems. We were always grappling with this core challenge of how to find issues and fix them really quickly. The speed at which we could do that was dictated by the failure analysis engine.
At that time, a personal tragedy happened caused me to reevaluate how I was spending my time. I decided I wanted to work on something bigger than building beautiful watches. I started this company to help manufacturers try to build perfect products. I thought we could do that through technology. The innovation in that technology was the realization that the core engine driving both development and production is this failure analysis process.
Everyone must do failure analysis. In product development, we work to figure out what failures will happen, analyze and solve them, and establish corrective actions to carry into production. Failure analysis is the engine that enables process and yield improvement on production lines. Some call it root cause analysis, but it's the same thing. So, we set out to build technology that would augment—and eventually automate—failure analysis as much as possible. It would find problems that would allow the engineers to do the things that engineers do best, which is come up with creative solutions to problems. That's Instrumental in a nutshell.
LaRont: This is a very hot topic. Automation toward faster and better problem solving in manufacturing is greatly needed. Making product deadlines with higher technology demands is becoming more difficult.
Shedletsky: There's a lot of pressure from the C-suite to go faster because the length of time spent developing a product is the most expensive part of process. The faster you go, the cheaper it is to bring something to market.
LaRont: This enables you to cut down on your revisions.
Shedletsky: Yes. Essentially, you do a prototype build, then a second build, and then you try to ship. We're seeing this pressure and need across the industry, not just in consumer electronics. We see it in B2B electronics, networking, and rackables. We even see it in defense. There are different timescales in defense, but it's the same thing. They need to go faster.
Historically, there's been this idea that faster inevitably means poor quality, but I think that bubble has burst. It’s not a zero-sum slider anymore. There are ways to go faster with excellent quality; you don't have to trade off. We live in this amazing age where technology can help us do those things.
LaRont: All Spice.io was part of the Build Better 2024 conference, where you and I met. Tell me about the webinar with Valentina.
Shedletsky: Valentina and I are engineers who found the inefficiencies in engineering to be very painful and quit our jobs to try to solve these issues. For this webinar, scheduled for 11 a.m. PST/2 p.m. EST Wednesday, Nov. 13, we're reaching out to engineering leaders to talk about the things that really matter to them, and discuss their agitating pain points. We know that chief among their concerns is speed or time-to-market.
If that’s the priority, how do you find speed in your organization? One of the challenges for leaders is they don't know how to measure or even calculate the benefit of speed: “Here's how much an additional DOE (design of experiment) costs, not just in the cost from the factory to do the DOE, but also the head count, the delays, etc.” They don’t really know how to measure cost when the failure analysis takes six days instead of six hours.
As an engineering leader, you intuitively know it’s adding up and it’s expensive, but I think many leaders are really surprised at how big those numbers get and, in some cases, how quickly they get there.
LaRont: Will you be providing a basic algorithm to help companies do that?
Shedletsky: Yes, we will share three steps to boost productivity and achieve greater speed: discover where your inefficiencies are, know how to measure them, and know how to implement changes. It will help engineering leaders think about the tactical things they can do in their organizations, even if it’s just wrapping their arms around the inefficiencies they have and identifying the places where they could potentially go faster.
LaRont: It sounds like you are trying to effect a paradigm shift in how leaders in product manufacturing view their processes and process improvement.
Shedletsky: That’s right, but I think the most common hangup is how to measure between soft and hard ROI. Hard ROI is very easy; nobody has problems with that. You pull a person off the line, and get the headcount with its associated cost. But the problem is when you pull that person off the line, realize your headcount savings, and still ask, “Did I see a quality improvement? Did I get a speed improvement?” Are you now creating units that need to go through FAA, and will take three engineers multiple hours a week to process? The downstream impact of a one single hardware event is very large. Manufacturing is complicated, and changing one thing affects many things.
For engineering leaders who want to do valuable things and create speed in their organization, the good news is that small change can make it more efficient and have massive value across the organization. It is an opportunity for leaders to elevate themselves in their organizations. They can make a change in their area that directly impacts the P&L statement for the business. It is really exciting when engineering leaders realize they have the ability to change a top-line revenue number just by making a change within their part of the organization.
LaRont: How do Instrumental and AllSpice.io complement one another?
Shedletsky: AllSpice.io is a company focused on providing a technology solution that drives easier communication and collaboration between engineering teams in product development and manufacturing to positively affect quality and cycle time, and decrease revisions in product development. Instrumental’s solution utilizes technology to drive quality and speed through a faster and better way to conduct failure analysis. Both our companies target the interface between different engineering groups. Where we overlap is that Valentina and I have a vision to make it easier to get everyone working in the same direction. Our solutions are independent but complementary.
Our discussion in the webinar around these challenges will be valuable because we will share different perspectives, and one perspective may aligned well to a certain type of organization whereas another perspective will be good for someone else.
LaRont: Anna, is there anything else that you'd like to say about the webinar?
Shedletsky: It will be “real talk.” If you want to cut through the noise and actually have something you can take back to your own organizations and leverage that information, this webinar is for you.
LaRont: How can we register?
Shedletsky: You can register on the Instrumental website.
LaRont: Thank you, Anna. Good luck and thank you for hosting an educational webinar on such an important topic.
Testimonial
"In a year when every marketing dollar mattered, I chose to keep I-Connect007 in our 2025 plan. Their commitment to high-quality, insightful content aligns with Koh Young’s values and helps readers navigate a changing industry. "
Brent Fischthal - Koh YoungSuggested Items
Advanced Electronics Packaging Digest: Third Issue Arrives November 17
11/12/2025 | I-Connect007The third issue of Advanced Electronics Packaging Digest launches Monday, November 17. This issue continues AEPD’s mission to deliver forward-looking analysis and insider perspectives on the technologies reshaping advanced electronics packaging. Among the highlights is a review of IMPACT 2025, where discussions on component-to-system-level integration took center stage as experts explored the challenges and breakthroughs driving advanced packaging technologies.
Real Time with... SMTAI 2025: SPEA Bridges the Gap Between Legacy and Next-Generation Test Solutions
11/10/2025 | Real Time with...SMTAIEstablished in Italy in 1976, SPEA designs and manufactures automatic test equipment for various industries, including automotive, aerospace and defense, medical, consumer electronics, and energy. Recognized as one of Italy’s top-performing companies, SPEA continues to innovate in test automation technology. At SMTAI 2025, Dustin Warren, vice president of sales for SPEA America, discussed how the company is bridging the gap between older in-circuit test (ICT) systems and newer, more advanced testing solutions.
New Podcast Episode: “Bonding Innovation: How Adhesives and Coatings Are Powering the Next Generation of Electronics”
11/05/2025 | I-Connect007I-Connect007 has released of a new episode in its Voices of the Industry podcast series, titled “Bonding Innovation: How Adhesives and Coatings Are Powering the Next Generation of Electronics.” Hosted by Nolan Johnson, this insightful discussion dives deep into the evolving world of adhesives and coatings—materials that are redefining performance, reliability, and design in modern electronics manufacturing. Dymax's Doug Katze, a leading expert in adhesive technologies, delivers what can only be described as a master class on how these critical materials are adapting to meet rapidly changing market demands.
It’s Only Common Sense: Marketing Isn’t Fluff, It’s Ammunition
11/03/2025 | Dan Beaulieu -- Column: It's Only Common SenseI’ve lost count of the times I’ve heard someone dismiss marketing as “fluff.” You know the tone: a little smirk, a little condescension, and the implication that “real companies” don’t need marketing. They say, “We make a great product. Our work speaks for itself.”
Fresh PCB Concepts: Resilience and Renewal in Domestic PCB Manufacturing
10/30/2025 | Team NCAB -- Column: Fresh PCB ConceptsAs veterans of PCB manufacturing, we have spent much of our careers walking factory floors, examining copper circuits under microscopes, and troubleshooting plating lines when they go awry at 2 a.m. We can say with confidence that PCBs are the unsung heroes of modern life. They’re in everything, from toothbrushes and thermostats to satellites and defense systems.