MotherDuck field test / 4 minutes flat
The Post- Dashboard Index
U AI-pilledor wat?
Dashboards were built for humans. Your next analytics consumer is an agent. The Post-Dashboard Index tells you in 4 minutes whether your team is ahead of that shift or behind it — benchmarked against teams your size.
Take the survey
duck-approved benchmark
Who should take this?
Engineers shipping SQL and pipelines, AI leaders deciding what agents get to touch in production, and product builders whose features run on data. If you're wiring LLMs into your stack, embedding analytics in your product, or making the call on agent access to the warehouse, this survey is about your work — and you'll see how every other team answered, cut by role and company size, before the results go public.
if you're ahead
Use the results to get your boss to give you more tokens.
if you're behind
If AI is useless in the end you can laugh at us.
warehouse bill
What happened to yours after adding AI?
