As AI accelerates software development, the bottleneck doesn't disappear. It moves. Mathew Spolin, AppDirect's SVP of Engineering and Technology, maps the four friction points that emerge when coding gets fast — and the practical solutions engineering and business leaders can act on today.
By Mathew Spolin / AppDirect / June 3, 2026
Software quality often gets treated as a vibe rather than something engineered. The AppDirect engineering team made it measurable using a 5-pillar framework: Security, Reliability, Performance, Responsiveness, and Issue Detection .
By Mathew Spolin / AppDirect / May 13, 2026
Technical debt comes from taking shortcuts in software development that make systems harder to maintain, scale, and improve. Learn about the four categories of technical debt, what to watch for, how to measure it, and how to manage it before it derails your upcoming software and scaling efforts.
By Mathew Spolin / AppDirect / April 27, 2026
Is your engineering team carrying hidden organizational debt? Issues like single points of failure, misaligned teams, vendor dependencies, and knowledge and documentation gaps quietly stall progress. Learn how to spot organizational debt, why solving it is an important proactive investment, and how overcoming it will speed up delivery and boost productivity.
By Mathew Spolin / AppDirect / April 23, 2026
Successful products aren’t born from guesswork or competitor analysis—they come from deep, relentless engagement with real customers. The toughest customers push you to build better solutions, turning friction into trust and growth. Embracing customer feedback at every stage is the key to product success and long-term market leadership.
By Mathew Spolin / AppDirect / March 9, 2026
Mathew Spolin, our SVP of Engineering, shares how AppDirect scaled AI-assisted development to achieve almost all AI-driven code in one year. Learn the key organizational changes, metrics, and mindset shifts needed to accelerate delivery, improve quality, and transform software development.
By Mathew Spolin / AppDirect / February 2, 2026