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Engineering Operations

How Product Teams Can Measure AI Coding ROI

How Product Teams Can Measure AI Coding ROI

Key Takeaways AI adoption alone does not prove ROI. Teams must measure how AI coding tools impact development speed, software quality, engineering capacity, and overall costs. Developer time saved must translate into business value. Tracking recovered hours,...

Forward Deployed Engineers vs. Consultants: What’s the Difference?

Forward Deployed Engineers vs. Consultants: What’s the Difference?

Key Takeaways Consultants, professional services, and managed services serve different purposes. Consultants provide strategic guidance, professional services focus on implementation, and managed services support ongoing operations. Forward Deployed Engineers (FDEs)...

A Checklist for Reducing Time to Market in Engineering

A Checklist for Reducing Time to Market in Engineering

Product teams all have the same goal: produce high-quality products and reduce time to market. Achieving these goals simultaneously can be difficult, but your team doesn’t have to sacrifice one for the other. Learn how in this eBook.What You Will Learn In this eBook,...

AI Is Changing Simulation. Is Your Engineering Infrastructure Ready?

AI Is Changing Simulation. Is Your Engineering Infrastructure Ready?

Key Takeaways: AI is changing simulation from a late-stage validation step into a continuous part of product development, helping teams explore more designs, automate setup, and support predictive digital twins. AI-driven simulation still depends on high-performance...

Applying AI Across the Digital Thread for Real Business Impact

Applying AI Across the Digital Thread for Real Business Impact

Key Takeaways AI needs lifecycle context to deliver real value: Standalone AI tools often struggle because they cannot see how requirements, designs, code, tests, and quality data connect across the product lifecycle. The digital thread provides the missing context:...

How AI Agents Will Change Product Development Teams

How AI Agents Will Change Product Development Teams

Introduction Michael Roberts: Hello, and welcome back to another SPK & Associates vlog. My name is Michael Roberts. I'm the Vice President of Sales and Marketing here at SPK & Associates, and today we have a special guest. I'm joined by SPK's CEO and...

Why Most AI Initiatives Fail in Engineering and How to Scale Them

Why Most AI Initiatives Fail in Engineering and How to Scale Them

Key Takeaways AI failures are often foundation problems, not technology problems: Engineering AI initiatives frequently stall because organizations lack clear business objectives, trusted data, connected systems, and scalable processes. AI needs connected,...