[sheepmullet]

> if we do X we can sell more' which has naturally aligned incentives.

Even then there are agency problems which mean that once a company gets over a certain size there is no natural alignment.

I know plenty of managers tweaking A/B tests until they get the results they want.

[RA_Fisher]

Easy fix: hire a statistician. :-)