AMA: Superhuman Head of Product, Enterprise, Farheen Noorie on Managing Mature Products

Moving a big ship takes time. Roadmapping for a mature product feels exactly like that. Scale cuts both ways -> millions of users means even small changes carry outsized risk. You can't move fast and break things. Legacy systems & tech debt -> years of accumulated decisions make it hard to know what's safe to touch, what needs a full rewrite, and what's better solved by an external solution. Opportunity cost is everywhere -> with a large surface area, the hardest call isn't what to ...Read More

Success shouldn't be defined after launch, it should be locked in before you write a single line of code. When defining a feature, I always ask: what does good look like, and how will we measure it? That means setting clear success metrics upfront, whether it's adoption rate, engagement, retention lift, or a north star tied to the feature's core job-to-be-done. Post-launch, it's about following through on that plan: Are the metrics moving in the expected direction? Are there any unintended conse ...Read More

Very often, and honestly, it should be a standing agenda item, not a periodic conversation. For mature products, tech debt is rarely invisible. It shows up in: Slower shipping velocity: features that should take days take weeks Fragile releases: every deploy feels riskier than it should Engineer frustration: a signal that's easy to dismiss but costly to ignore My approach is to treat tech debt like any other roadmap item -> prioritize it, size it, and tie it to business impact. "We need to re ...Read More

For mature products, I shift focus to adoption and retention, assuming acquisition and conversion are already well optimized. Key metrics I watch: Retention rates : daily, weekly, and monthly cohorts to spot where users drop off, its also interesting to see retention for newer users vs those who signed up a while back Paid user retention: especially critical for understanding revenue health Task completion rates: a proxy for whether users are actually getting value Cross-product adoption: if the ...Read More

The clearest signal is that the team is looking beyond the immediate number. Its easy to hit a short-term growth target by burning long-term trust.  A few patterns I look for: Guardrail metrics are healthy: growth efforts aren't coming at the expense of retention, satisfaction, or the quality of engagement. If acquisition is up but churn is quietly rising, that's reactive growth, not intentional PLG. Long-term metrics are part of the conversation: LTV, annual retention, and expansion revenue are ...Read More