Teaching humans what to actually do with AI.
I run hands-on AI Fluency Workshops and build custom workflows that give your team 4–6 hours of their day back—inside the tools you already own.

“If a system takes a PhD to maintain, I won't build it. You get simple workflows your team actually enjoys using.”
Doubled listing capacity in 90 days inside Slack & Claude.
Automated daily order & stock reconciliation in one afternoon.
Replaced a bloated CRM quote with a 0 SEK-license AI router.
Real systems shipped for Swedish teams.
Click any case file below to compare the before/after math and test-run the live workflow trace.
15-Person Real Estate Brokerage
7+ hrs/week lost per broker to listing & follow-up admin
- ×Property descriptions written from scratch late at night
- ×Viewing follow-ups delayed 24–48 hrs by manual data entry
90-second listing & follow-up pipeline inside Slack
- ✓Voice notes structure automatically into house-style Hemnet copy
- ✓Each broker handles 2× active listings without working nights
Broker drops raw inspection bullets from phone
Structures room-by-room copy & 3 viewing SMS templates
1-tap review in Slack before publishing
Drop a boring computer chore into the grinder.
Pick one of the 4 common bottlenecks below and slide your team size to see the real annual drag (SCB 500 SEK/hr benchmark).
Daily order & spreadsheet reconciliation
Downloading CSVs from 3 portals every morning and fixing broken SKU columns by hand.
Clear thinking deserves tactile visual craft.
Programmatic motion graphics and Nordic Charcoal diagrams built from code—so complex systems click at a glance.
“I will not use AI to replace my thinking.”
Use AI to skip thinking and you sound like everyone else. Use it to strip out repetitive computer chores and your team becomes unstoppable.


The Swedish Payroll Ceiling
How 5–50 person Nordic SMBs double capacity at 500 SEK/hr without adding hiring risk.

Vibecoding vs. Red-Green TDD
Why setting deterministic test guardrails first turns AI into a reliable builder.

Why Generic AI Rollouts Stall
Buying licenses without teaching shared context brains leaves teams stuck on two-line prompts.
Software engineers love complexity. Teachers love clarity.
Before building AI workflows for Swedish businesses, I worked in Gothenburg classrooms and coached youth boxing and football. You learn one rule fast: if someone doesn't understand the system, the system is broken. I sit next to your team, skip the buzzwords, and wire up workflows that hand people their afternoons back.
Half-Day AI Fluency Workshop
Zero slides. Your team brings their real weekly bottlenecks and leaves with 3 working AI workflows inside their own accounts.
Custom Workflow Sprint
I take your highest-drag chore—inbox triage, data reconciliation, or CRM routing—and build an owned automation with 0 SEK license bloat.
What is the most annoying computer chore on your desk?
If you can fix it yourself in 10 minutes inside Claude or ChatGPT, I'll send you the exact setup for free. If it needs a custom build or a team workshop, we'll map out a 15-minute bottleneck audit.