Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Eternal Limited
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.
15.0%
-1.0% 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
Eternal Flavours
Competitor Displacement Rate
35.0%
Competitors are displacing Eternal Limited in 35.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Eternal Flavours is gaining traction in searches related to food ingredients and flavourings, potentially offering a more specialized or higher-quality product line. Eternal Limited appears to be losing visibility in its niche.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[eternalflavours.com][givaudan.com][iff.com]⚠️ Identified Vulnerability:Product Specialization
Primary Threat Identified:Eternal Flavours
Target Persona:Food Product Developers
🚨 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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