Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Dirt Devil
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.
25.0%
-4.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NegativeThe 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
Hoover
Competitor Displacement Rate
50.0%
Competitors are displacing Dirt Devil in 50.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Dirt Devil is being strongly displaced by Hoover, which offers a broader range of products and a more premium perception. Dirt Devil's budget positioning makes it vulnerable to brands with better features at similar price points.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[walmart.com][target.com][amazon.com]⚠️ Identified Vulnerability:Brand Perception
Primary Threat Identified:Hoover
Target Persona:Budget-Conscious Consumers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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