"Engagement and retention are the foundation, but accruing benefits and network effects create real defensibility"
Evidence from the Archive
Benchmark
Pinterest experimented with follows, clicks, likes, pins, and time-on-site before settling on pinning as the core action
Pinterest shipped a 'picked for you' algorithmic feed that made the experience better the more users pinned, creating Level 2 retention
First product manager at Pinterest, where she led the discovery team (home feed, search, recommendations) and shipped the first algorithmic feed in a social product. Now invests at Benchmark with deep operational experience. Their core argument: Look for users completing the core action repeatedly -- that is the real signal of PMF, not MAU or sign-ups. Tavel's hierarchy of engagement framework identifies three levels.
The evidence is specific: Pinterest experimented with follows, clicks, likes, pins, and time-on-site before settling on pinning as the core action. Furthermore, pinterest shipped a 'picked for you' algorithmic feed that made the experience better the more users pinned, creating Level 2 retention. Tavel is still a lifetime Evernote user because she has thousands of documents there -- a real-world example of Level 2 lock-in.
In Sarah Tavel's own words: "When a user completes this action, it's clear that they both understand the utility of the product, they understand what that product is all about, and it's an action that, if they perform the action, they're very likely to come back." (Defining what a core action is and why it matters.)
Benchmark
TikTok: spent $1 billion on paid acquisition, but only after first achieving strong Level 1 and 2 engagement
Pinterest: pinning as core action, curated boards as accruing benefits that become harder to leave
Was the first product manager at Pinterest and now invests in consumer and marketplace startups at Benchmark -- uniquely positioned to have both built a product with massive accruing benefits (Pinterest boards) and evaluated hundreds of others through the lens of defensibility. Their core argument: Accruing benefits (not just network effects) create the most defensible moats.
The evidence is specific: Pinterest: pinning as core action, curated boards as accruing benefits that become harder to leave. Furthermore, evernote: nailed core action (writing notes) but failed at self-perpetuating loops -- no user-to-user benefit. Clubhouse: appeared to have network effects but push notifications became anti-network effects at scale.
In Sarah Tavel's own words: "When a user completes this action, it's clear that they both understand the utility of the product, and it's an action that, if they perform the action, they're very likely to come back." (On how core actions lead to accruing benefits that create moats.)
Benchmark
Pinterest's picked-for-you algorithmic feed was one of the first in any social product -- more pinning led to better...
Pinterest's picked-for-you algorithmic feed was one of the first in any social product -- more pinning led to better recommendations, creating a virtuous Level 2 cycle
Was the first product manager at Pinterest leading the discovery team that built one of the first algorithmic feeds in social products, now evaluates consumer companies at Benchmark using the Hierarchy of Engagement framework she developed from direct operational experience. Their core argument: Engagement and retention are the foundation, but accruing benefits and network effects create real defensibility.
The evidence is specific: Pinterest's picked-for-you algorithmic feed was one of the first in any social product -- more pinning led to better recommendations, creating a virtuous Level 2 cycle. Furthermore, evernote demonstrates strong Level 2 (Sarah has thousands of documents she can never leave) but zero Level 3 (no usage loops or viral spread), explaining its plateau. Houseparty and Clubhouse failed at Level 3: push notification overload from following too many people broke the real-time engagement flywheel despite apparent network effects.
In Sarah Tavel's own words: "What you realize when you look at social products is that there's almost this action which I call the core action of that product that forms the foundation of the product." (On the hierarchy of engagement framework.)