Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Eight Sleep
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.
30.0%
+6.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:VulnerableThe 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
Tempur-Pedic
Competitor Displacement Rate
35.0%
Competitors are displacing Eight Sleep in 35.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Established bedding brands like Tempur-Pedic are beginning to incorporate smart features, directly competing with Eight Sleep's core innovation and user base.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[g2.com][reddit.com]⚠️ Identified Vulnerability:Innovation Speed
Primary Threat Identified:Tempur-Pedic
Target Persona:Health-Conscious Sleepers
🚨 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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