The AI shift,seen from the ground.
Help build the clearest picture of how people in and around product teams are adapting to AI, and what it takes to get the best out of it.
Put your experience on the record
For product managers, designers, engineers, researchers and the leaders around them.
- 24 questions, about 10 minutes
- 100% independent
- Fully ICO registered in the UK
Every organisation is racing to adopt.
Tools rolled out, targets set, structures redrawn.
- AI in every workflow
- Big bets, uncertain returns
- Roles being redesigned
- Teams reorganised around it
Teams are relearning how to work together.
New tools change who does what, and how decisions get made.
- Rethinking how teams collaborate
- Trusting each other’s AI-assisted work
- Choosing when to use it
- A say in how it’s adopted
The real change happens at the desk.
Getting the best from AI means working differently, and the conditions around you matter.
- Knowing when to trust it
- Learning new ways to work
- Checking the quality of the work
- Protecting time for what matters
What does it look like from where you are?
What’s working, what isn’t, and what would help. Every response sharpens the picture of what good looks like.
Put your experience on the record
People from product, design, research and engineering have already taken part.
- Your personal summary
- Name kept apart from answers
- 14 days to finish
Findings are published openly, including what the teams getting the best from AI are doing differently.
Starts with a one-minute welcome video. Study privacy notice. Scenes are illustrative, not data.
Why I’m asking: what happened when I let an AI team run this site