AI and the way we work.
We study how AI changes day-to-day work in small and mid-sized companies — where it saves time, where it doesn’t, and what that means for teams.
Beyond the hype.
Our interest is practical: which tasks actually get faster, what new work appears, and how companies can adopt AI without disrupting people.
Where time goes
Which everyday tasks — writing, summarizing, searching, reporting — benefit most from AI assistance.
Effects on teams
How roles shift when routine work is automated, and which skills become more valuable.
Real costs
What it really costs to run AI in production, and when it pays for itself.
Adoption
What separates successful rollouts from tools that nobody uses after a month.
Measured in real companies.
We look at concrete workflows before and after AI is introduced, and we share what we learn with the businesses we work with.
- Start with a baseline
- Change one workflow at a time
- Compare honestly, including what got worse
Want to know what AI could save your team?
We can look at one of your workflows together and give you a realistic estimate.