Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
HCL Software
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.
10.0%
+5.0% 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
IBM
Competitor Displacement Rate
20.0%
Competitors are displacing HCL Software in 20.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: HCL Software is acquiring and rebranding products, but IBM's established enterprise relationships and broader software portfolio limit its growth.
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][cio.com]⚠️ Identified Vulnerability:Market Trust
Primary Threat Identified:IBM
Target Persona:Enterprise Software Buyers
🚨 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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