Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
SPTS Technologies
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.
5.0%
-1.5% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:VulnerableThe 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
Lam Research
Competitor Displacement Rate
15.0%
Competitors are displacing SPTS Technologies in 15.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: SPTS Technologies is losing ground in semiconductor process equipment due to competitors offering more advanced etch and deposition solutions. Their product offerings may not keep pace with the rapid innovation cycles in the industry.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[techcrunch.com][semiconductortoday.com]⚠️ Identified Vulnerability:Technological Advancement
Primary Threat Identified:Lam Research
Target Persona:Semiconductor Manufacturing Engineers
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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