Internet Pipes Note from Steph Navigation Station Preparation Station Generation Station Validation Station Evaluation Station Differentiation Station Visualization Station Recommendation Station Bonuses Disclaimers Before we jump in, a few quick disclaimers: • Many of the tools shared provide estimates, but should not be followed as truth. When possible, it’s best to go with first-party data, which Steph has done her best to try pointing out. For example: for search data, Google (first party) > SimilarWeb (has first party access to some websites) > third party estimate (has no first party data). Even when there is first-party data, that doesn’t guarantee that pursuing a certain idea is good or that a business will be successful. • Many numbers shared here were pulled at a moment in time and will likely have changed by the time you’ve seen them. Links to the original data sources have been included where possible. • Since this project is a bit of a “choose your own adventure,” a few tools or ideas may show up more than once. Good for muscle memory, anyway! • This content is not affiliated with my full-time role at a16z and is produced in my individual capacity. Sora Studios LLC. All Rights Reserved