Why saving time with AI isn't enough — the PERMA approach to better work
Most productivity promises sound like this: automate the meeting notes, save 2 hours a week, get more done.
It’s not wrong. But it misses something important.
The efficiency trap
When knowledge workers automate away routine tasks, one of two things typically happens:
- The time fills up with more of the same. New meetings, new requests, new micro-tasks that weren’t visible before.
- The work gets faster, but not better. You produce more — but the quality of your working life stays flat.
This is what we call the efficiency trap. And it’s why AI integration, done without coaching, often disappoints.
A different measure: PERMA at work
Martin Seligman’s PERMA model was designed to measure human flourishing — not output. Applied to knowledge work, it shifts the question from how much did you produce? to what was it like to do that work?
The five elements, applied to your working week:
P — Positive Emotions: Did you experience moments of genuine engagement, curiosity, or satisfaction? Or was it mostly friction?
E — Engagement: Did you reach states of deep focus and flow? Or were you constantly interrupted by emails, status updates, tool-switching?
R — Relationships: Were your collaborations energising or exhausting? Did communication feel clear and grounded?
M — Meaning: Did the work feel connected to something that matters — to you, your team, your clients?
A — Accomplishment: Did you experience genuine progress — visible, concrete, satisfying — or just busyness?
The PERMA-KPI contract
In coaching, we take this one step further: we pair every hard AI milestone with a personal PERMA metric.
For example:
| Hard KPI | PERMA-KPI |
|---|---|
| Meeting notes automated in 5 min | 3 hrs uninterrupted focus time per week (E) |
| AI-generated management report | Friday evening with zero mental load (A) |
-
E = EngagementDeep focus and flow, without constant interruptions.
-
A = AccomplishmentVisible, concrete progress instead of just busyness.
This makes the coaching concrete. You’re not just saving hours — you’re redesigning what those hours feel like.
Starting point: your PERMA score
Before we work together, I often ask: On a scale of 1–10, how would you rate your current PERMA score at work?
Most knowledge workers I talk to land somewhere between 4 and 6. The AI integration work we do together is aimed at moving that number — sustainably, not just temporarily.
If you’re curious what that might look like for your situation, let’s talk.