✅Smart Social Engagements
The Smart Social Engagement Layer connects verified accounts within a curated network. It aligns content, audience data, and narrative fields to ensure interactions occur between credible users. The system optimizes engagement distribution to support consistent metric growth and targeted exposure.
The framework provides a structured system for engagement, introducing transparency and predictability to social interactions. It is designed for creators and ecosystem participants seeking optimized exposure and validated interactions.
The system consists of two core components:
Scoring Layer
The Scoring Layer analyzes signals across X and InfoFi platforms to evaluate user quality. It assesses:
account credibility and trust
smart follower count and follower quality
interaction patterns with other high-value accounts
narrative clusters and topic relevance
overall activity and posting behavior
This engine acts as a filter to establish a verified pool of participants. It maintains system integrity by mitigating manipulation and ensuring matches are based on metric performance rather than volume.
User positioning is determined by the Engagement Index (EI). This is a logarithmic metric calculated using the following formula:
EI — User’s total Engagement Index;
SF — Smart Followers count;
TS — Twitter Score;
ln() — natural logarithm;
2.0 — Smart Followers weight;
1.0 — Twitter Score weight;
4 — normalization coefficient (scaling factor) that brings the EI to the 0–100 range.
Matching Layer
This layer routes creators toward the right people and the right content. It identifies:
overlaps in audience and narrative interests
similarity in score levels
posting style and engagement patterns
ideal accounts for mutual visibility
content that best fits each user’s lane
The result is a personalized smart feed and match-engage lists that make engagement efficient instead of chaotic.
Whether you're deep in InfoFi, DeFi, AI agents, L2s, or NFTs content, the system ensures your replies land in the right circles, and the right accounts land on your feed.
Last updated