Mention Network could be improved by addressing its cold start problem—accelerating user adoption of the browser extension through stronger incentives (e.g., higher initial Mention Points multipliers, referral bonuses, or partnerships with AI communities) to quickly build a larger, more diverse dataset for accurate AI Visibility Reports.
Data quality and anti-gaming measures should be enhanced with better verification (e.g., advanced anomaly detection, reputation scoring for contributors, or periodic audits) to prevent spam or low-effort prompts that dilute insights and erode brand trust in the system.