Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Bingo!
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.
25.0%
-4.0% 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
Lays
Competitor Displacement Rate
50.0%
Competitors are displacing Bingo! in 50.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Lays dominates the snack chip market share and SERP visibility due to its vast product range and aggressive marketing. Bingo! is significantly displaced, potentially perceived as a less established or less appealing alternative.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[lays.com][doritos.com][pringles.com]⚠️ Identified Vulnerability:Brand Dominance
Primary Threat Identified:Lays
Target Persona:Mass Market 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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