Engineering Clarity in the Age of AI: How Docs, Context, and Product Thinking Shape Better Software

Seth Rosenbauer is the founder of a tool that uses AI to help engineers create better documentation—and, more importantly, the right thing, faster.

But this conversation isn’t just about tooling.

It’s about how context is the new currency in engineering. Why your team’s ability to understand what to build and why is more critical than ever. And how AI is changing the shape of product communication, technical documentation, and engineering ownership.

Whether you lead a growing dev team or are trying to ship more with less, this one’s for you.

Key Discussion Points

Seth’s journey: From PM to founder to doc tool builder

Why traditional documentation fails engineers

The real cost of unclear requirements

What AI can (and can’t) fix in engineering communication

How better docs lead to better products

The problem with "done"—and how teams miss the last 10%

Building a culture of engineering ownership

Links & Resources

Connect with Seth Rosenbauer on LinkedIn

Joggr

Product Driven - Get the Book

Subscribe to the Product Driven Newsletter

What Smart CTOs Are Doing Differently With Offshore Teams in 2025

Subscribe to the Global Talent Sprint

Full Scale – Build your dev team quickly and affordably