Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
Supabase
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.
40.0%
+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
Firebase
Competitor Displacement Rate
45.0%
Competitors are displacing Supabase in 45.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Supabase offers a compelling open-source alternative to Firebase, excelling in database features and developer experience. However, Firebase's mature ecosystem, extensive documentation, and strong Google Cloud integration provide a competitive advantage for many.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[reddit.com][dev.to][stackoverflow.com]⚠️ Identified Vulnerability:Ecosystem Maturity
Primary Threat Identified:Firebase
Target Persona:Full-Stack Developers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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