Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
Humio
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: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
Splunk
Competitor Displacement Rate
0.0%
Competitors are displacing Humio 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: The current SERP context does not reflect strong organic visibility, suggesting that competitors are winning the attention of relevant buyers. Gaps in content or SEO strategy may be hindering reach.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[reddit.com][techtarget.com]⚠️ Identified Vulnerability:Scalability
Primary Threat Identified:Splunk
Target Persona:DevOps 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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