Why Saves Matter More Than Likes
A simplified visual model for seeing how saves model future intent; likes model quick approval.
Open labTopic
Signals
Likes, saves, shares, comments, follows, and what each signal can represent.
Topic route
Labs in this topic
Why Shares Create New Reach Pockets
A simplified visual model for seeing how each share opens a small external audience branch.
Open labWhen Comments Do Not Help Reach
A simplified visual model for seeing how low-quality participation may not offset weak retention/save behavior.
Open labDebate Comments vs Trust Comments
A simplified visual model for seeing how same volume, different brand effect.
Open labWhen a Viewer Decides to Follow
A simplified visual model for seeing how content value must turn into expected future value.
Open labWhy Bookmark Content Grows Slowly
A simplified visual model for seeing how low immediate emotion, high long-term utility.
Open labHow DM Shares Save Niche Content
A simplified visual model for seeing how private sharing moves through high-intent micro-networks.
Open labWhy Generic Comment Questions Fail
A simplified visual model for seeing how specific prompts lower response friction.
Open labHow the First Comment Opens Participation
A simplified visual model for seeing how visible participation reduces the cost of joining.
Open labHigh Saves, Low Follows
A simplified visual model for seeing how useful content can fail to define the account promise.
Open labSimplified-model note
These labs use simplified conceptual models. They do not reproduce any private ranking, recommendation, or advertising system.