Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Picodi
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%
+5.0% 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
Honey
Competitor Displacement Rate
15.0%
Competitors are displacing Picodi 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: Picodi excels in aggregating discount codes and cashback offers, directly addressing consumer price sensitivity. Competitors are actively expanding their merchant networks and user rewards.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[retailer websites][deal aggregators]⚠️ Identified Vulnerability:Deal Aggregation
Primary Threat Identified:Honey
Target Persona:Bargain Hunters
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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