Instead of focusing solely on conversion rates, measure 'engagement quality'—metrics that signal user confidence, like dwell time, scroll depth, and journey progression. The philosophy is that if you successfully help users understand the content and feel confident, conversions will naturally follow as a positive side effect.

Anthropic intentionally avoids using "user minutes" as a core metric. This strategic choice reflects their focus on safety and user well-being, aiming to build a helpful tool rather than an addictive product. By prioritizing value creation over engagement time, they steer clear of the incentive structures that can lead to psychologically harmful AI behaviors.

Conventional engagement metrics like likes and shares are often misleading. A more valuable indicator of content quality is dwell time. In an environment where users can easily skip content, their choice to spend more time with an ad is a powerful behavioral signal that the message is resonating.

Vanity metrics like views don't drive business results. A better approach is to focus on "conversation metrics"—the quality and quantity of interactions in comments and DMs. Speed and personalization in responses build relationships and are a stronger indicator of impact.

Reddit consciously avoided growth tactics like promoting "enraging" content that made competitors explode. This was a values-driven business decision that meant slower growth but preserved the platform's core authenticity, which has now become its key differentiator in the social media landscape.

Unlike passive consumption apps, where getting many users to try a feature once is key, high-intent products like Google Search measure success by user intensity. The critical question is not "how many people used it?" but "are individual users using it more intensely over time?"

Threads' goal to be a more civil platform has successfully differentiated it from the 'hyper-polarized' X. However, this moderation comes at a cost: it lacks the high-conflict conversations that drive news cycles and cultural relevance, which still happen on its more chaotic rivals.

The metric for a successful community has shifted from high activity ("noise") to high trust. Members no longer want to sift through hundreds of discussions. They want a smaller, curated space where they can trust the expertise and intentions of the other people in the room.

Unlike YouTube, where payouts support high-effort video, direct monetization on short-form platforms like X incentivizes low-quality, rage-bait content. Threads' strategy is instead to direct traffic to creators' sustainable, off-platform businesses (e.g., podcasts, newsletters) rather than paying for impressions.