Insights
I write about customer contact, AI, product ownership and the operating systems behind modern service organizations.
Most companies underestimate what customer contact reveals. Every call, chat, complaint or repeated question contains information about where the organization creates friction. Some of that friction belongs in the contact center. Much of it belongs elsewhere: in products, processes, policies, communication or digital journeys.
My writing explores how organizations can use customer contact more intelligently: to improve reliability, reduce cost, apply AI pragmatically and feed customer signals back into business and product ownership.
The central idea is simple:
Customer contact is not only a service channel.
It is a feedback system.
Enterprise Architecture for Customer Contact Infrastructure
Why EA principles matter for stable, scalable customer contact systems — and how architecture decisions directly impact operational cost and customer experience.
AI Context Protocols and Customer Service
Why giving AI the right context is the difference between useful automation and customer frustration — and how Model Context Protocol changes the game.
Frugal Innovation in Contact Center Operations
How constrained resources force smarter operational decisions — and why the best contact center improvements often cost nothing.
Incremental Progress in Contact Center Transformation
Why large transformation programs often fail in operational environments — and how small, consistent improvements build better systems.
Execution Over Strategy in Customer Contact
Why operational environments need fewer strategy decks and more reliable execution — and what that means for product ownership.
Building Self-Service That Makes Customers Capable
Why the goal of self-service isn't deflection — it's making customers capable of solving their own problems. And why that distinction changes how you design contact channels.
Operational Clarity: Stop Pretending Systems Are Fine
Why operational honesty is the first step to fixing broken customer contact systems — and how decisive action beats waiting for perfect information.
Measuring What Matters in Customer Contact Operations
Why small, consistent operational improvements compound into significant results — and how to measure progress in ways that drive the right behavior.
What Customer Contact Reveals About Human Behavior
How behavioral economics explains why customers contact companies — and what that means for reducing avoidable contact.
Root Cause Analysis in Customer Contact
Why asking "why" repeatedly is the most underused tool in contact center operations — and how it connects contact data to business ownership.
Understanding Customer Behavior in Contact Channels
Why customers choose the channels they do, what their behavior reveals about operational gaps, and how to use behavioral patterns to improve service design.
Constructive Friction Drives Operational Improvement
Why disagreement in operational teams surfaces problems faster — and how psychological safety enables better customer contact systems.
Contact
If you are working on customer contact, AI in service operations, feedback loops, or product ownership in complex organizations: