Data Moat & Competitive Positioning

Overall Moat = 25% Data + 20% Model + 25% Distribution + 15% Brand & Lock-in + 15% Talent & Compute. Data = uniqueness×0.4 + growth×0.3 + TB volume×0.3. Model = performance gap×3 + iteration speed×0.4 + publications×0.2. Distribution blends API integrations, active developers, enterprise customers, and partners. Brand averages NPS, switching cost, and regulatory advantage. Scores are 0–100 composites of defensive durability.