Integrity Agents & Anti-Manipulation
Eight integrity agents examine identity, behavior, engagement, graph, content, audience and wallet signals before a ranking is settled.
Integrity agents#
Integrity agent | Detection responsibility |
|---|---|
Identity Agent | Duplicate identities, linked account clusters and repeated verification patterns |
Behavioral Agent | Abnormal timing, automated actions and non-human interaction sequences |
Engagement Agent | Authenticity and quality of likes, replies, reposts and impressions |
Graph Agent | Coordinated engagement rings and statistically abnormal account clusters |
Content Agent | Copied, lightly modified, templated or mass-generated campaign content |
Audience Agent | Audience composition, inactive followers and suspicious follower concentration |
Wallet Agent | Wallet eligibility, duplicate-wallet behavior and prohibited multi-account patterns |
Review Agent | Combines risk signals and escalates uncertain cases for additional review |
Anti-manipulation controls#
Raw impressions never determine ranking by themselves.
Followers are not treated as equal-quality units.
Suspicious engagement is removed before contribution is finalized.
Duplicate creator identities can be combined or disqualified.
Repeated submissions do not automatically create additional score.
Deleted or materially altered campaign content may become ineligible.
Scores can be recalculated when manipulation is detected.
Final rankings are settled only after the integrity-review window closes.
Confirmed manipulation may affect future Hazels Reputation Scores.