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AI Role Evolution Workshop

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A one-day working session

The execution layer is changing. What does that free your team to become?

A facilitated day that helps a technical team face the shift from doing to directing, get concrete about the new craft, and leave with a personal plan each person built themselves.

We ran this in June with a senior Product and Engineering group here. This page is what it is, and how to bring it to your team.

The moment

Your team already knows AI is changing the work. That is not the hard part.

The hard part is giving a technically sophisticated group an honest, structured moment to sit with what that shift means for them personally, map what their craft becomes when AI handles more of the execution, and leave with a clear picture of how to get there. Most AI sessions talk at people about tools. This one engages at the level of the work, not above it.

As execution compresses from months to days, the roles that talented engineers, product managers, UX leaders, operations leads, and data scientists built their careers around are evolving in real time. People feel it. What they rarely get is room to reckon with it without it being framed as threat or loss, and a way to turn that reckoning into a concrete next step.

Not a tools demo Not a webinar Not a lecture about AI in the abstract Not a deck that collects dust
Who it is for

Any team actively trying to use AI to change how they work.

It is built for cross-functional, technically sophisticated groups, the leaders and senior individual contributors whose craft is shifting fastest: engineering, product, UX, operations, data science, and the functions around them. It works for an intact leadership team, a single function, or a cross-functional group convened for the day. The common thread is people who already have access to the tools and now need to redefine the role around them.

What we ran in June

A full day with a senior, cross-functional technical group.

Roughly 40 senior leaders across Engineering, Product, UX, Ops, and Data Science spent a day working through the same arc described below. Two August facilitators on site, designed around the real dynamics of the room rather than a prescribed agenda. The functional readouts created genuine momentum, and people left with something they had built, not a document handed to them.

~40
senior leaders in the room
5
functions: Engineering, Product, UX, Ops, Data Science
1
full day, in person, on site
How the day works

From outside-in provocation to an actionable plan, in a single day.

The day moves from outside-in provocation, to making sense of the shift in your own language, to building with it, and back to a personal commitment for the next day.

The two questions at the center of the day
What does mastery look like when execution is abundant?
When AI carries more of the doing, what does that free you to become?
OpeningWhat could we make possible?

Reframe the role before the data lands

We open with the chef, the choreographer, and the conductor. A great chef does not become less essential with a talented kitchen brigade; they become more essentially themselves, freed to focus on vision and judgment. If AI is your brigade, your ensemble, your orchestra, what can you do now that you could not before?

Part 01Outside-In

Credible provocations from the frontier

Real signals from organizations the room respects, separating practice from hype. How frontier orgs are restructuring around AI, how execution is compressing from months to days, and the honest counterweight: AI accelerates generation, but it does not automatically accelerate judgment. Each provocation ends in open discussion, not a slide of answers.

Part 02Reimagining: the Horizon Map

Each function makes sense of the shift in its own language

Functional pods map their own horizon across four quadrants: what we are letting go of, what we are leaning into, what we are still figuring out, and what becomes possible for us now. The readouts are where the room finds its shared understanding.

Preview the Horizon Map worksheet
What we are letting go of Work being absorbed by AI, or that no longer needs a senior practitioner. What we are leaning into Higher-order work surfacing as execution compresses. What we are still figuring out Genuine uncertainty the group does not have answers to yet. What becomes possible now Permission to imagine. No wrong answers.

Each functional lead shares from four quadrants. The cross-functional readouts, and the 2028 headlines posted on the wall, are where the room finds a shared language for the shift.

Part 03IkigAI and Flight Path

Each person maps their irreplaceable contribution

A reframed Ikigai for an AI-abundant world: what energizes you, what only you can judge, where users still want a human to guide, and where the business gets the most from uniquely human work. The center becomes the seed of a personal flight path to 2028, a Moonshot artifact each participant keeps.

Preview the IkigAI for AI worksheet
What energizesyou What only youcan judge Where users stillwant a humanto guide Where the businessgains most fromhuman work Your irreplaceable contribution

Four questions, one per circle. After silent mapping, each person writes a single sentence in the center: their irreplaceable contribution in an AI-abundant world. That sentence carries into everything that follows.

Preview the personal flight path (My Moonshot)
Today · 2026 30 DAYS 6 MONTHS 18 MONTHS 1 2 3 2028 DESTINATION PERSONAL ARTIFACT · STAYS WITH YOU

Fix the destination first: by 2028, the work you do that no one else can do. Then an honest launch point in 2026, and three waypoints at 30 days, 6 months, and 18 months. Each is specific enough that someone else would know whether it happened.

Part 04Studio Workathon

Test what becomes possible at the frontier

Cross-functional pods take a shared problem into a zero-boundary sandbox and let their own AI tools do the heavy lifting, so people can stay on strategy, guardrails, and judgment. Each pod leaves with a Studio playbook, and the experience sharpens every personal flight path.

Preview the Studio Playbook
IMAGINATHON · STUDIO PLAYBOOK We Are Here → 2028 The Friction Diary FILL THIS DURING THE PROTOTYPING EXERCISE The Purview Leap FILL THIS DURING THE PROTOTYPING EXERCISE The Weeding List FILL THIS AFTER, IN YOUR STUDIO DEBRIEF

The pod’s record from the build: a Friction Diary of where human judgment had to override the tools, a Purview Leap noting who stepped outside their domain, and a Weeding List of what to stop doing now to reach the 2028 North Star.

CloseHow do we start tomorrow?

One move for the next day

After a minute of silence, each person speaks one 30-day commitment aloud, specific enough that the person beside them would know whether it happened. Not a direction, an action. The headlines on the wall show where the group is going; the sentences people speak are how they get there. June 9 is day one.

Why it holds up with a technical room

The provocations are evidence, not opinion.

A sophisticated audience can smell hype. The Outside-In session is built on named, current signals, including the honest ones that complicate the story. A sample of what the room works through:

1:40
The structure signal
A frontier coding team runs a PM-to-engineer ratio of 1:40 against an industry norm near 1:8. What would have to be true for a structure like that on your team?
1,300/wk
The velocity signal
Autonomous pull requests per week at one payments company, with integration work that took two months trending toward days. When execution compresses, what becomes the bottleneck?
−19%
The counterweight
In a randomized trial, experienced engineers were measurably slower with AI tools while believing they were 20% faster. Generation is not judgment. Where has your real bottleneck moved?
Why it lands

The conditions that make people willing to rethink their own role.

Senior technical people will not do honest self-examination in a room that feels like a performance review. The day runs on a small set of explicit principles that make real thinking safe.

Sandbox

Impossible to fail, safe to try

The day is a sandbox. We generate and ideate first; evaluation comes later. That is what lets a room of experts take a real risk with how they see their own work.

Ownership

First thought versus first action

You are not responsible for your first thought, but you are responsible for your first action. People can voice an unfinished idea without defending it, which is where the honest ones surface.

Stance

Think like a knowledgeable stranger

Step out of your default settings while keeping your expertise. Expert enough to be useful, outside enough to question what everyone assumes is fixed.

Honesty

Expect and accept non-closure

Uncertainty is part of the terrain. We do not pretend the future of these roles is settled; we give people tools to keep moving while it is still unfolding.

Designed for your room

Built around your dynamics

Not a prescribed agenda. We design from intake with your team: who is in the room, their current AI fluency, and what they are actually wrestling with.

Meets people where they are

An honest path for everyone

Everyone is at a different point on the spectrum. Some already operate at a high level with AI; others are earlier. The personal flight path is built from where each person stands today, so no one is left performing fluency they do not have.

What people leave with

Artifacts they built, not a report they were handed.

A personal Flight Path

Each participant’s map from where they stand today to their 2028 Moonshot, with concrete waypoints at 30 days, 6 months, and 18 months.

A functional Horizon Map

Each function’s shared picture of what it is letting go of, leaning into, still figuring out, and what becomes possible now.

A Studio playbook and Weeding List

Each cross-functional pod’s North Star for 2028, and a short, specific list of what they will stop doing now to move toward it faster.

A handover pack

The full facilitation guide, the session deck, and a short post-session summary of themes and recommendations for the team.

Two ways to run it

Pick the depth that fits your group.

Flagship

The full day

One in-person day · a large cross-functional group (we ran it with about 40) · two August facilitators on site

The complete arc, from the opening reframe through the Studio Workathon and a personal commitment to close. Enough room for honest discussion and for everyone to leave with a flight path they built. This is the format we ran in June.

Expanded

The day and a half

Same arc, more room to breathe

A deeper Outside-In, longer Horizon mapping and Studio time, and more coaching on each personal flight path. The added half day turns individual commitments into shared ways of working: how the team decides, builds, and reviews together once execution is abundant. Best for larger or more cross-functional groups, or teams that want the change to stick beyond the day.

Included with either format

  • Discovery and design built with your team
  • A custom facilitation guide and session deck
  • Two facilitators on site for delivery
  • The personal and team artifacts participants keep
  • A short post-session summary with themes and recommendations
  • A day shaped around your room, not a fixed template
Who designs and runs the day

August turns bold ideas into daily habits.

August is a transformation partner that helps ambitious leaders make organizational change practical and lasting. Our deliverables are not thick reports or abstract recommendations; they are habit-forming workshops, toolkits, and coaching that get people working differently right away. More than 100 organizations across the public, private, and civic sectors partner with us, and what they tell us is that we engage at the level of the work, not above it.

Bring it to your team

Want to run this with your team?

We will design it around your team’s real dynamics, not hand you a template. Tell us who is in the room and what they are wrestling with, and we will shape the day from there. The colleague who shared this can connect you with August, or reach us directly.