Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
American Homes 4 Rent
Programmatic AI Search & Model Visibility Audit
Share of Model (SOM)The percentage of time frontier AI models (ChatGPT, Claude, Gemini) recommend this brand for high-intent category queries.
12.0%
+3.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe contextual sentiment of the AI's recommendation. 'Dominant' implies strong conviction, while 'Vulnerable' implies the model heavily conditions its recommendation.
Algorithmic Threat Detection
Primary Competitor Threat
Invitation Homes
Competitor Displacement Rate
10.0%
Competitors are displacing American Homes 4 Rent in 10.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: American Homes 4 Rent faces stiff competition from larger single-family rental operators like Invitation Homes, which benefit from greater scale and broader market penetration, impacting visibility for rental searches.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[rent.com][apartments.com][zillow.com]⚠️ Identified Vulnerability:Scale and Inventory
Primary Threat Identified:Invitation Homes
Target Persona:Prospective Renters
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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