Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Ryobi
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%
+4.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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
DeWalt
Competitor Displacement Rate
20.0%
Competitors are displacing Ryobi in 20.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Ryobi is aggressively expanding its battery ecosystem and tool offerings, increasingly displacing DeWalt in the DIY and prosumer markets due to its value proposition.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[toolreviews.com][familyhandyman.com]⚠️ Identified Vulnerability:Battery Ecosystem
Primary Threat Identified:DeWalt
Target Persona:DIY Enthusiasts
🚨 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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