Essays

Long-form thinking on AI as a daily tool.

All essays

20 entries

May 10, 20268 min read

Treat CS Like a Product: Why Process Mapping and Documentation Must Precede Your AI Strategy

Despite its immense potential, AI integration can turn into a wasteful pursuit if not planned properly.

May 09, 20264 min read

Nobody Needed That

Play all you want — but in a professional setting, most AI builds are solving problems that never existed.

May 08, 20263 min read

The Commodification of Virtue: Why "Kindness" is a Systemic Failure, Not a Strategy

Analyzes the error of turning intrinsic human values into transactional business assets.

Apr 07, 202612 min read

The Onboarding Mirage: Why Feature Tours Fail and How to Design for Customer Outcomes in the First 90 Days

The journey that leads customers to become loyal to your brand involves effective strategies and practices.

Apr 05, 202611 min read

Surviving the Tech Winter

Why Narrow Specialists Are Being Replaced by "T-Shaped" Builders

Feb 13, 202614 min read

From Trusted Advisor to Systems Architect: How AI Is Reshaping the CSM Career Path

Here's how the transformation might play out and what you can do to stay ahead.

Jan 24, 202612 min read

Stop Asking, Start Prescribing: The ‘Outcome Architecture’ Framework for High-Performing CSMs

A prescriptive' approach champions the idea of proactive problem identification and solution recommendation for customers, rather than reactive firefighting. Using the Outcome…

Dec 16, 202512 min read

Defining the ‘Human-Led’ Zone: Identifying Moments That Require Unfiltered Human Judgment in a Tech-First World

Paradoxically, the more technology advances, the greater the need for a human touch in the digital age.

Nov 16, 202510 min read

Stop Blaming Customer Success for Churn

A C-Suite Guide to Why Churn is a Company-Wide Problem (And How to Fix It)

Sep 26, 20258 min read

The Customer Success Burnout Cycle

How to escape the "do-it-all" trap with a focused strategy that aligns your team and drives sustainable growth.

Sep 25, 20259 min read

Is Your GTM Enablement Scalable, or Just Barely Standing?

As your company expands, your GTM strategy can either become a powerful engine or a critical weakness. It's time to find out if you're building a mighty aqueduct or a rickety…

Sep 13, 20258 min read

Adapting to AI and Evolving Customer Expectations in CS

As AI raises the bar for customer experience, is your team ready? This guide covers the key strategies and skills needed to build a future-proof customer success team.

Aug 22, 20258 min read

Customer Success Management Needs a Hard Reset

A Customer-Centric Approach to Long-Term Success

Aug 20, 20258 min read

Unlocking Expansion Revenue: The Power of Discovery in Customer Success

In a highly competitive business environment, understanding your customer's needs, journey, and value proposition holds the key to exceptional customer success.

Aug 13, 20258 min read

Uncovering the Root Causes of Churn Through 5-Why Analysis

Because simply fixing the observable problems doesn't eliminate the root causes.

Aug 04, 20258 min read

Stop Automating Broken Processes: A 3-Question Framework for Effective Customer Success Automation

Automation is a bit like a power tool.

Jul 21, 20259 min read

The Essential Guide for Customer Success Managers

From People-Pleaser to Impactful Leader

Jul 14, 202513 min read

Is This the Right Customer Success Role for You?

8 Key Indicators of a Fulfilling Career

Jul 04, 20257 min read

From Junk Drawer to Revenue Driver: Defining the Purpose of Your Customer Success Team

How to define clear roles and transform your Customer Success team into a strategic, revenue-generating powerhouse.

Jun 25, 20259 min read

Multi-threading for CSMs: De-risking Renewals & Driving Expansion

One crucial strategy gaining traction is the multi-threaded approach. Here's why and how you should apply it to drive your customer success management.

Join operators who've stopped theorising.

Practical AI for operators. No fluff. Direct to your inbox.

You'll be taken to Substack to confirm your subscription — takes just one click.

Tomas Williams

© 2026 Tomas Williams. The Practical AI Operator.

Built for precision.Built for precision. Mostly.Powered by espresso and stubbornness.No LLMs were harmed in the making of this site.Shipped, not theorised.Operator-grade. Hand-wired.Less hype. More wiring.