Media & Entertainment
🟢 SERP-Grounded (Light Telemetry)
TLC
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.
10.0%
+1.0% 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
Discovery Channel
Competitor Displacement Rate
5.0%
Competitors are displacing TLC in 5.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: TLC's niche programming faces competition from broader factual entertainment platforms. Maintaining relevance requires adapting to audience viewing habits and potentially diversifying content.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[hulu.com][discoveryplus.com][youtube.com]⚠️ Identified Vulnerability:Content Focus
Primary Threat Identified:Discovery Channel
Target Persona:Reality TV Viewers
🚨 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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