If you cannot measure your AI productivity gains, you cannot claim them. Here is a simple framework for turning "AI helped a lot" into numbers that hold up.
Pick a unit of work
Choose something countable: tickets, PRs, reports, responses. Measure how long the unit took before AI and after. The ratio is your headline number.
Track it over time, not once
A single anecdote is easy to dismiss. A trend across months shows a real, sustained gain and is far more credible.
Connect gains to the team
Here is the part nobody warns you about. Your best AI work is invisible. You build a workflow that saves your team hours, and it lives on your laptop and in your chat history, uncredited. The people who get promoted are the ones who can prove their impact, not only the ones doing the strongest work. Closing that gap is what turns a good year into a promotion.
Personal speed is good. Team-wide speed that traces back to something you built is promotion material.
Make your AI impact impossible to ignore
Oberhahn shows how your AI work actually moves through your organization: the workflows you built, how many teams adopted them, and the results they produced. It turns work that usually disappears into a record you can put in front of your manager. Get started free at oberhahn.com.