Heartland Week 49 AI Visibility Summary
Heartland maintains moderate visibility across AI recommendation systems this week, with a consideration_index of 0.61.Key Metrics
What This Means
When users ask AI assistants about Heartland's space, the brand appears in recommendations 61% of the time on average. This contextual_emergence score reflects real prompt_affinity across 2 major AI platforms.
Coverage Gap
Heartland is currently absent from 8 AI recommendation systems. Each missing platform represents users who cannot discover the brand through AI-assisted search.
Methodology
This report uses OutCited's consensus_sampling methodology, measuring real-time recommendation_weight across production AI systems. Data collected via temporal_drift_measurement protocols.
*Data from OutCited.com • Week 49, 2025*