Erica Layer | Human + AI operating systems

Most people use AI. Very few use it well.

I build the human and AI operating systems purpose-driven organizations run on, and I teach leaders and teams to build this capacity for themselves. I got here through two decades inside organizations, most recently as an embedded fractional COO.

For organizations, I start by understanding where a team is with AI and the systems it runs on, then tailor a program to its goals. For individuals, I teach two TEMPO cohorts. TEMPO Work is for people newer to AI: you build an AI assistant that knows your work. TEMPO Build is for people with some experience who want to go much deeper: you build a team of AI agents that you lead. I also work with people one to one. No technical background needed.

Most people I talk to are already using AI. It just hasn't changed how they work.

Most people already use AI as a thought partner. They open a chat, talk through a problem, and get something useful back. But the work still gets done the way it always was. Inside teams I see the same thing on a bigger scale: nearly everyone experimenting on their own, one or two people racing ahead, and no shared agreement on what AI is for or what it's allowed to touch.

At the start of this year I used AI the way most people do, as a chat partner. Now I lead a small team of AI agents, the same way I've led people for twenty years: I give them context and a clear standard, check their work, and make the decisions. It's raised the quality, the range, and the amount of what I can produce, well beyond what I could reach on my own.

The research now shows both directions: people who accept whatever AI hands them get worse at thinking. People who direct it get better. Every system I build keeps the decisions with you. That is what I help people and organizations do.

Who I work with

Risograph illustration of a scattered manual process resolving into one self-turning machine with an AI node

Your organization

AI capacity and operating systems for your team

I work with leadership teams at purpose-driven organizations, building the systems their team runs on and teaching everyone to use AI well. It can start with the leader or a workshop for the whole team, then grow into a team program, a build for one process, or six months working inside your team.

Learn how I work with teams

Risograph illustration of a guide with people each building their own AI operating system

You

Build your own AI operating system

I teach non-technical professionals to build their own AI operating systems, in a six-week cohort or one to one. You start from a system I've spent months building and refining, then make it yours.

Learn how I work with individuals

Recent work with teams

WHOLE-TEAM WORKSHOP

A written agreement on how a team uses AI

In September I started Foundations with two teams, each working out where AI helps their work and where its limits are. One of them, a global health organization, finished both sessions with a written agreement on how they'll use AI, drawn from the team's own words.

Read how it went →

MARKETING SYSTEM

A marketing engine built inside Tandem

As Tandem's fractional COO, I built a system for the team's campaigns: AI drafts the creative, an agent grades every piece, and the team approves at every gate.

Read the case study →

OPERATIONS SYSTEM

One operating system built in four weeks

I moved a fast-scaling nonprofit's contractor management, procurement, invoicing, and grants out of email and spreadsheets into one system that its staff and contractors work in.

Read the case study →

See my work in action

The TEMPO operating system I built to run my practice, showing my client portfolio, connected tools, and daily plan

The operating system I built to run my own practice and the team of AI agents working from it. Every client, project, and priority in one place, wired to the tools I work in and updated on its own. See the case studies →

Four case studies: an operations portal, a marketing automation system, my own AI operating system, and a whole team writing its own rules for using AI. I built the three systems without an engineering team.

Read the case studies →

Try a board view I built, on made-up data →

In their words

“Erica is a rare combination as a fractional COO: real experience, sharp judgment, and energy most people can't sustain even full-time. ‘Fractional’ usually implies half-there. Erica is the opposite, her presence and contributions are constant.”

Rob Hughes

Co-Founder & CEO, Tandem

“She's a problem-solver through and through: a true doer who rolls up her sleeves, tackles challenges head-on, and gets things done. She balances big-picture, strategic thinking with a sharp attention to detail, moving seamlessly between high-level planning and hands-on execution.”

Alison Clark

Former CFO, D-tree

“Erica is the reason I use AI at all. After more than a decade of running a service business, the daily operational work was still mine to carry every morning. That work now runs on scheduled agents that hand me a summary before I sit down. The framework has held up through more than a dozen builds I’ve added since. My goal was never more output. It was my life back.”

Megan Sellheim

Founder, Come Sit Stay · tested TEMPO before launch, now paid to help me run the cohort

“I’d used ChatGPT here and there, but every conversation started from zero. I was re-explaining my whole life every time I opened a new chat. What’s different now is that the mental load that used to live entirely in my head lives somewhere else. Not by doing my job, but by being the extra brain I didn’t realize how much I needed.”

Pam Anderson

Research scientist · TEMPO cohort, 2026

Recent writing

Risograph illustration of a woman in a plum jumper holding a mug and a single card, with dotted lines running to a fridge door covered in a calendar, a child's drawing, a list and appointment notes, beside an open laptop.

NOV 2026

TEMPO: build an agentic AI system that learns how you work

TEMPO Work is a self-paced course in Claude and Cowork, opening in December. TEMPO Build is six live weeks in Claude Code, starting in January 2027. Or work with me one-to-one, any time.

Self-paced from December · Live from January 2027

See the three ways to learn

Most people use AI. Very few use it well.

Most people I talk to are already using AI. It just hasn't changed how they work.