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  1. Complex Systems with Patrick McKenzie (patio11)
  2. Your support rep is also trapped in this call, with Des Traynor
Your support rep is also trapped in this call, with Des Traynor

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11) · Jan 15, 2026

AI is reshaping customer service, moving beyond siloed orgs and flawed metrics to deliver coherent, instant support and create new career paths.

Companies Create Disjointed Customer Experiences by "Shipping Their Org Chart"

Customers interact with a company as a single entity, but internally, separate departments like sales and support optimize for their own conflicting metrics. This creates a confusing and inefficient experience, a direct result of Conway's Law in action.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago

Instant AI Support Drives Positive User Behavior and Product Adoption

When users get instant, accurate answers from an AI agent, they are more likely to immediately act on the advice and continue engaging with the product. This transforms support from a reactive cost center into a proactive driver of user success.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago

Users Adapt to AI by Shifting from "Bot Speak" to Detailed Natural Language

Initially, users spoke to chatbots in clipped keywords. As they've become familiar with capable LLMs, they've learned that providing rich, natural language context yields better results. This user adaptation is critical for maximizing AI effectiveness.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago

AI's Underestimated Power Lies in Connecting Disparate Apps and Data

The next major leap for AI is its ability to connect disparate apps and data sources (email, calendar, location) to take autonomous actions. This will move AI from a Q&A tool to a proactive agent that seamlessly manages complex workflows.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago

Support Metrics Become Counterproductive Targets Due to Goodhart's Law

When a useful metric like "average handling time" becomes a performance target, employees game the system. Reps may hang up on customers to meet quotas, destroying the metric's ability to reflect actual customer satisfaction.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago

AI Creates a New "Support Automation" Career Path, Elevating the Support Function

AI agents create new, high-skill roles focused on managing and optimizing AI conversations. This provides a compelling career path within support, similar to how DevOps professionalized system administration, helping retain top talent.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago

Reserving Human Support for Premium Tiers Creates a Worse Customer Experience

The common practice of offering "premium" human-only support is counterintuitive. These customers often wait longer for a response compared to lower-tier users who receive instant, accurate answers from an AI agent, resulting in a poorer overall experience.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago

AI's Non-Judgmental Nature Creates a "Safe Space" for Customer Honesty

Customers are more willing to disclose sensitive or embarrassing information, like a pending missed payment, to an AI agent than to a human. This non-judgmental interaction elicits more truthful and complete context, leading to better outcomes for all parties.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago

Customer Support Teams Suffer "Evaporative Cooling" as Top Talent Is Promoted Out

High-performing support reps are often moved to other departments like product or engineering because internal career ladders for support are limited. This systematically drains the support org of its most skilled and diligent people, reducing overall quality.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago

AI's Out-of-the-Box Multilingualism Solves Complex Workforce Management Challenges

AI agents eliminate the immense operational burden of managing support teams across different languages, time zones, and skill sets. A single AI can handle dialect-specific, multilingual queries instantly, a task that is a logistical nightmare for human teams.

Your support rep is also trapped in this call, with Des Traynor thumbnail

Your support rep is also trapped in this call, with Des Traynor

Complex Systems with Patrick McKenzie (patio11)·a month ago