The 1% Department: The 3 AI Employees I Hired to Make Me 1% Better Every Single Day

This morning, while my AI Chief of Staff cleared my inbox, I tried to break my own website.

Not the code. The experience. And before lunch, that same Chief of Staff had the fixes live.

I went to MyraGolden.com and walked through it as a stranger. First as a student enrolled in one of my digital courses, stuck on a lesson and looking for help. Then as an event planner trying to figure out how to book me for a keynote or invite me onto a podcast. I clicked what they would click. I searched what they would search. And I asked one question the whole way through: where does this get slower, harder, or more annoying than it should be?

I found two friction points before my coffee got cold. A stuck student had to leave her course, open a new tab, and hunt for a contact form just to ask a question. An event planner could not tell in one scroll whether I even do podcast interviews.

Customer experience is what I teach. De-escalation, service recovery, journey friction. I have spent decades telling companies to walk their own journey as a customer would. So I hold my business to the standard I hold my clients to, and I refuse to let my own experience be the shoemaker's barefoot child.

I do some version of this every single day. One walk-through, one question, one way to make my business 1% better. Toyota built an empire on that idea. They call it kaizen. I call it Tuesday.

James Clear made the math famous in Atomic Habits: improve 1% a day for a year and compounding makes you roughly 37 times better, not 365% better. But Clear answered why. He never answered who. Who asks you the hard questions after every engagement? Who watches your game film? Who ships the fix while you are busy running the business? For most solo business owners, the answer is nobody.

So I hired the who.

I built an entire department for it. And every employee in that department is an AI.

Meet The 1% Department

I run a solo business. No assistant, no ops manager, no producer. What I have instead is an AI workforce I built myself, and inside it sits what I call The 1% Department: a small team of AI employees with a single mandate: find what the founder cannot see and turn it into one shipped improvement a day.

That is the whole framework. Three employees, one mandate, one shipped fix a day.

1. My Client Experience Director

After every engagement, every keynote, every workshop, every private client event, she sits me down and interviews me. I do not have to remember to reflect. She puts reflection on the calendar and keeps the appointment.

The interview runs on two levels.

Level one: Start, Stop, Continue. Based on how the engagement actually went, beginning with my stage presence, she asks: What will you start doing? What will you stop doing? What will you continue doing?

Level two: the After Action Review. The AAR is the debrief the U.S. Army has run after missions and training exercises for more than four decades, and it asks four questions:

• What did I intend to happen?
• What actually happened?
• Why was there a difference?
• What will I do differently next time?

I did not invent the debrief. The Army perfected it a long time ago. What I invented was giving it a permanent employee, so it happens after every engagement whether I feel like reflecting or not. She captures my answers, connects them to patterns from past engagements, and turns them into the plan that makes the next one better.

My clients never see her. What they see is that every workshop opens tighter than the last one did, and the friction they almost hit last time is gone before they arrive.

2. My Critique Agent

You cannot watch your own game film while you are playing the game.

So I built an AI employee that does it for me. After every recorded Zoom call, initial client call, discovery call, and live virtual workshop, I hand the transcript to a Claude Project that holds my Critique Agent's job description. It runs the same After Action Review, including Start, Stop, Continue, on what it observed.

It catches the things I am too close to see. The question I answered too fast. The moment I talked past a buying signal. The workshop segment that ran long because I love it more than my audience does.

3. My AI Chief of Staff

Insight without implementation is just a diary.

So the last stop for every improvement is my AI Chief of Staff. Every morning we look at the list together: the friction points from my walk-throughs, the findings from the interviews, the catches from the game film. We pick one. We draft the fix, test it, and ship it. Then tomorrow, we go find the next 1%.

The 1% Department at a Glance

Client Experience Director. Reviews the entire engagement, end to end, after every keynote, workshop, and private engagement. The question it answers: "How do I make the next one better?"

Critique Agent. Reviews transcripts of Zoom calls and live virtual workshops, after every recorded call. The question it answers: "What did I miss in the moment?"

Chief of Staff. Reviews the improvement list itself, daily. The question it answers: "What are we shipping today?"

Why This Department Could Not Exist Until Now

Toyota's kaizen system worked because an entire factory floor ran it together. The Army's After Action Review works because a trained facilitator runs it after every mission. Continuous improvement has never been a willpower problem. It has always been a staffing problem, and until now, a solo business owner could not afford the staff.

The 1% Department is what happens when the institution around continuous improvement becomes something one person can hire.

How to Choose Your First AI Employee

You do not need all three on day one. You need one. Here is how to choose:

1. If you speak, train, or deliver client engagements, hire a Client Experience Director first. The feedback is already happening in the room. You are just letting it evaporate.
2. If you sell on Zoom calls, hire a Critique Agent first. Your recordings are a goldmine you have never mined.
3. If you already have a list of improvements you keep not making, hire a Chief of Staff first. Your problem is not insight. It is implementation.

The rule underneath all three: start where feedback already exists and goes to waste.

If You Lead Customer Experience, Steal the Whole Playbook

Maybe you lead a CX team, a contact center, or a support operation. Everything above scales past a solo business, because your customer experience is downstream of your improvement system. Here are three ways to run The 1% Department inside a CX organization:

1. Give every escalation an After Action Review. Feed the transcript of each escalated call into an AI employee that runs the four AAR questions on it: What did we intend? What actually happened? Why was there a difference? What will we do differently? Roll the answers up weekly and you have a live map of exactly where your experience breaks, written by your hardest conversations.
2. Hire a friction hunter. Have an AI employee walk your digital journey the way I walked mine this morning: as a first-time customer, as a frustrated customer, as someone trying to cancel. One question the whole way through: where does this get slower, harder, or more annoying than it should be? Run it every week, not every quarter.
3. Turn QA into coaching film. Most QA programs score 1 to 2 percent of interactions. AI can review 100 percent. Keep the compliance scorecard, then have a Critique Agent run Start, Stop, Continue on your team's hardest calls, including the great saves. You will build a de-escalation coaching library out of conversations you were already recording.

If you run only one play, run the first. Escalations are your smallest data set and your richest teacher. And your customers feel every review you skip. The teams that win in 2026 will not be the ones with the most AI. They will be the ones that pointed AI at their own blind spots first.

Steal My Interview Prompt

You can start this today, free, with the AI you already use. Here is the day-one version of the interview my Client Experience Director runs on me. Paste it into Claude or ChatGPT after your next engagement, and tell yourself the truth:

You are my Client Experience Director. I just finished [describe the engagement]. Interview me one question at a time. Level one: based on the outcome, ask what I will start, stop, and continue, beginning with my stage presence. Level two: run an After Action Review. Ask: What did I intend to happen? What actually happened? Why was there a difference? What will I do differently next time? When we finish, summarize three insights, one improvement to implement this week, and one strength to protect because it is working.

That single prompt turns reflection from something you mean to do into something that happens on schedule.

It is day one of employee one. My actual Client Experience Director has a written job description, a memory of every engagement she has ever debriefed with me, and a direct line to my Chief of Staff, who ships the fixes. That is the difference between a prompt and an employee. A prompt answers you. An employee works for you.

AI Is Not a Content Machine. It Is a Self-Improvement Engine.

Most people think AI is for writing posts and answering emails. It is. But the bigger opportunity in 2026 is this: AI can interview you, review your film, and ship your fixes, every single day.

Those two friction points I found this morning? My Chief of Staff and I shipped both fixes before lunch. The support link now lives inside every course lesson, and my speaking page answers the podcast question in the first scroll. That is the whole system, start to finish, inside one day.

Whether you are a team of one or you lead a contact center of hundreds, the principle holds. You do not need a bigger team. You need a department with one job: making you better.

Building that difference, prompt to employee to department, is exactly what we do inside From Solo2Staffed. It is my advanced AI program for experts who are done doing everything alone. You hire your workforce one employee at a time, job descriptions included, and your own 1% Department is one of the first teams we build together.

Start here: https://www.myragolden.com/staffed

Subscribe to this newsletter, because every edition introduces you to another AI employee you can build the same day.

Now tell me in the comments which employee you would hire first. Just one word: INTERVIEW (Client Experience Director), FILM (Critique Agent), or SHIP (Chief of Staff). I will reply with the exact starter prompt for the one you pick. I read and answer every single one.