Automotive & Mobility
🟢 SERP-Grounded (Light Telemetry)
Duralast
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.
0.0%
+0.0% 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
DieHard
Competitor Displacement Rate
0.3%
Competitors are displacing Duralast in 0.3% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Duralast, primarily known for auto parts, faces strong brand loyalty and broader distribution networks from competitors like DieHard and ACDelco. Expanding product lines and reinforcing warranty assurances are key to gaining market share.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[autozone.com][pepboys.com][rockauto.com]⚠️ Identified Vulnerability:Brand Reach
Primary Threat Identified:DieHard
Target Persona:DIY Mechanics
🚨 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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