Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Reliance Digital
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%
-0.1% 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
Amazon India
Competitor Displacement Rate
0.3%
Competitors are displacing Reliance Digital in 0.3% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Reliance Digital struggles with a less comprehensive online product catalog and slower delivery compared to dominant e-commerce players. Its digital presence is not as robust for direct online sales.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[amazon.in][flipkart.com]⚠️ Identified Vulnerability:E-commerce Reach
Primary Threat Identified:Amazon India
Target Persona:Online Shoppers seeking wide selection and fast delivery
🚨 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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