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Engineering Operations

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,...

Why Late-Stage Changes Are Killing Your Time to Market

Why Late-Stage Changes Are Killing Your Time to Market

Key Takeaways Late-stage changes get expensive fast: The farther a problem travels through design, testing, and manufacturing, the more time, cost, and rework it creates. Disconnected systems and weak traceability are major causes: When requirements, design, software,...

5 Ways to Reduce Engineering Cycle Time Without Adding Headcount

5 Ways to Reduce Engineering Cycle Time Without Adding Headcount

Key takeaways Faster engineering does not always require more headcount: Disconnected systems, manual handoffs, rework, and poor visibility often create more delays than a lack of engineering capacity. A digital thread can eliminate major sources of wasted time:...

The Engineering Digital Thread Playbook

The Engineering Digital Thread Playbook

In many organizations, systems operate independently, creating a large visibility problem. A digital thread addresses this by creating a connected flow of product information across the lifecycle. This playbook explains why engineering visibility matters, and how...

Inside the Digital Thread: Real Stories from Integrated Engineering Teams

Inside the Digital Thread: Real Stories from Integrated Engineering Teams

Introduction: Inside the Digital Thread Michael Roberts:Hello everyone, and welcome to today’s SPK and Associates blog entitled, Inside the Digital Thread: Real Stories from Integrated Engineering Teams. My name is Michael Roberts. I’m Vice President of Sales and...