Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Linde
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.
35.0%
+8.0% 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
Air Products
Competitor Displacement Rate
30.0%
Competitors are displacing Linde in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Air Products is demonstrating strong thought leadership in hydrogen technology and sustainable industrial gases, capturing interest from forward-thinking industrial clients.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[ihs.com][chemicalengineering.com][gasworld.com]⚠️ Identified Vulnerability:Emerging Technologies
Primary Threat Identified:Air Products
Target Persona:Industrial Gas Procurement Managers
🚨 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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