Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
Workday
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.
70.0%
+0.1% 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
SAP SuccessFactors
Competitor Displacement Rate
15.0%
Competitors are displacing Workday 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: While Workday maintains strong market leadership, competitors are increasingly offering more specialized modules and aggressive pricing, particularly for HR functions. Integration complexities with non-Workday systems remain a point of friction.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[gartner.com][nucleus research][forrester.com]⚠️ Identified Vulnerability:Module Specialization
Primary Threat Identified:SAP SuccessFactors
Target Persona:HR Technology Leaders and Finance Directors
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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