Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Titan Eye+
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.
0.0%
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
Lenskart
Competitor Displacement Rate
0.0%
Competitors are displacing Titan Eye+ in 0.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Struggles for visibility against dominant online eyewear retailers. Lenskart's aggressive online marketing and wide selection often displace independent optical brands.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[eyewa.com][zennioptical.com]⚠️ Identified Vulnerability:Feature Parity
Primary Threat Identified:Lenskart
Target Persona:Online Eyewear Shoppers
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
Unlock Full Threat Report (30 Free Credits)