Legacy IBM DOORS remains a mature requirements management platform, particularly for complex and regulated engineering programs. It provides structured specifications, baselines, electronic signatures, change management, and multi-level traceability.  However,...

Key Takeaways AI ROI starts with a measurable business problem. Companies should define what they want AI to improve before investing in tools or launching pilots. AI value should be measured across speed, quality, cost, and capacity. These four areas help connect AI...

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,...