Teacher since March 2026
Sanjana Rao
Product management for AI features: deciding, specifying, testing and pricing them well
9
tutors built
4.5Sample
average from 19 reviews
388Sample
lessons taught by their tutors
About Sanjana
I teach product managers and founders how to build AI features that people trust and keep using. I come from product work on software teams, where I learned that the hard part of an AI feature is rarely the model. It is deciding whether the feature should exist, writing down what good looks like, testing it before customers do and watching it after launch. My lessons are hands on: we write a requirement, draft an evaluation set, sketch the failure states. I am direct about trade offs and I always ask what the user would do if the feature were wrong.
Knows about
Tutors by Sanjana
9 tutors
Writing Requirements for AI Features
Write product requirements that define good output, failure handling and how you will test89 lessonsSampleSanjana Rao$9AI Product Management for New PMsAI Product Management for New PMs
Learn what changes when your product's core behaviour is probabilistic, and how to manage it80 lessonsSampleSanjana Rao$5Evaluating an AI Feature Before LaunchEvaluating an AI Feature Before Launch
Build an evaluation set, grade outputs reliably and set launch gates your team agrees on70 lessonsSampleSanjana Rao$14Turning Customer Interviews Into InsightTurning Customer Interviews Into Insight
Go from a pile of interview transcripts to findings you can defend, with every quote traceable58 lessonsSampleSanjana Rao$7Pricing and Packaging AI FeaturesPricing and Packaging AI Features
Price AI features with real usage costs, customer value and fair limits in mind55 lessonsSampleSanjana Rao$13Deciding When a Product Needs AIDeciding When a Product Needs AI
Judge whether an AI feature solves a real user problem before your team builds it36 lessonsSampleSanjana Rao$8Product Analytics for PMs, With AI HelpProduct Analytics for PMs, With AI Help
Ask better product questions and use AI to explore data without fooling yourselfSanjana Rao$5Designing AI Features Users Can TrustDesigning AI Features Users Can Trust
Design AI experiences that set expectations, show sources and make mistakes easy to fixSanjana Rao$7Monitoring an AI Feature After LaunchMonitoring an AI Feature After Launch
Know within days, not months, when your AI feature starts getting worse, slower or costlierSanjana Rao$13Recent reviews
What students said about Sanjana's tutors.
- Emeka O.Sample
Very solid. The safety lesson could be longer, but it pointed us to the right tests and we found a cross account leak in staging.
- Ji-woo P.Sample
I stopped nodding along when engineers said 'evals'. Now I ask what is in the eval set and whether it includes cases where the answer should be no.
- Lucas M.Sample
I moved from project management into a PM role on an AI search feature. The running help centre example made retrieval versus fine tuning finally make sense. I used the brief template in my second week.
- Fatima Z.Sample
Clear and patient. The lesson on error types was the best part. A bit basic in places if you already know some AI terms, but I liked being asked to explain things back.
- Owen R.Sample
Solid foundations, but I wanted more on working with data scientists day to day. The failure modes lesson was useful though.
- Chiamaka O.Sample
Good on the boring but important parts: consent, removing names, keeping line numbers. My findings page is shorter now and my team argues with the evidence, not with me.