[pkaler]

Agree!

Most orgs should just be shipping features. Before starting an Experiment Program teams should be brainstorming a portfolio of experiments. Just create a spreadsheet where the first column is a one-line hypothesis of the experiment. Eg. "Removing step X from the funnel will increase metric Y while reducing metric Z". And the RICE (Reach-Impact-Confidence-Estimation) score your portfolio.

If the team can't come up with a portfolio of 10s to 100s of experiments then the team should just be shipping stuff.

And then Experiment Buildout should be standardized. Have standardized XRD (Experiment Requirements Doc). Standardize Eligibility and Enrollment criteria. Which population sees this experiment? When do they see it? How do you test that bucketing is happening correctly? What events do analysts need? When do we do readouts?

That's just off the top of my head. Most orgs should just be shipping features.