Why Your Post Dies at 300 Views
A simplified visual model for seeing how early audience test can lead to weak signals, then expansion stops.
Open labTopic
Reach Expansion
Audience tests, expansion gates, interest clusters, and why reach often grows in steps.
Topic route
Labs in this topic
How a Platform Tests a New Post
A simplified visual model for seeing how small audience groups pass or fail a content card.
Open labThe Second Test Group Effect
A simplified visual model for seeing how a post survives only when a second audience also reacts.
Open labWhy Small Signal Differences Explode Later
A simplified visual model for seeing how tiny early engagement differences compound across exposure layers.
Open labFollower Reach vs Non-Follower Reach
A simplified visual model for seeing how follower response seeds or fails broader discovery.
Open labHow Interest Clusters Spread Content
A simplified visual model for seeing how a post travels through adjacent interest groups, not everyone at once.
Open labWhy Mixed Topics Confuse Distribution
A simplified visual model for seeing how unclear account/topic signals scatter the modeled audience path.
Open labWhy Niche Content Can Spread Faster First
A simplified visual model for seeing how small but dense audiences outperform broad weak audiences.
Open labThe Stair-Step Shape of Reach
A simplified visual model for seeing how reach grows by passing gates, not by one smooth line.
Open labWhy High Views Do Not Always Create Followers
A simplified visual model for seeing how exposure does not convert without profile promise alignment.
Open labSimplified-model note
These labs use simplified conceptual models. They do not reproduce any private ranking, recommendation, or advertising system.