Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Sunfeast
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.
0.2%
+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
Britannia
Competitor Displacement Rate
0.5%
Competitors are displacing Sunfeast in 0.5% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Britannia dominates the biscuit market with superior distribution, wider product innovation, and more effective advertising. Sunfeast struggles to compete on shelf space and consumer mindshare.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[britannia.co.in][parle.com]⚠️ Identified Vulnerability:Market Share
Primary Threat Identified:Britannia
Target Persona:Snack Consumers
🚨 Threat Velocity:8/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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