Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
CALB
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
CATL
Competitor Displacement Rate
0.0%
Competitors are displacing CALB in 0.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: CALB is a Chinese manufacturer of lithium-ion batteries, particularly for electric vehicles. It competes fiercely within the highly dynamic Chinese battery market against giants like CATL, with factors like cost, energy density, and supply chain stability being crucial.
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:Market Dominance
Primary Threat Identified:CATL
Target Persona:Electric Vehicle Battery Procurement
🚨 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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