Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
Soracom
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.
7.0%
+2.0% 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
AWS IoT
Competitor Displacement Rate
9.0%
Competitors are displacing Soracom in 9.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Soracom provides an IoT connectivity platform. AWS IoT offers a vast ecosystem of services that can be more appealing for large-scale, deeply integrated IoT solutions, potentially displacing Soracom.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[iotforall.com][hackster.io]⚠️ Identified Vulnerability:Ecosystem Integration
Primary Threat Identified:AWS IoT
Target Persona:IoT Solutions Architects
🚨 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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