Measure leading indicators rather than only closed revenue. Useful metrics include partner-sourced pipeline, the share of partners actively producing, time from onboarding to a partner’s first deal, mindshare signals like training attendance and lead-with rate, and year-over-year partner retention. These reveal the health of the relationship before it shows up in sales numbers.