📄️ AI Models Overview
Complete overview of AI models used throughout the Kingisoovitaja system
📄️ Phase 0: Context Detection
LLaMA 4 Scout 17B for intent extraction, taxonomy parsing, and conversation context understanding
📄️ Phase 1-2: Query & Search
Deterministic query rewriting and parallel Convex search execution
📄️ Phase 3: Semantic Rerank
LLaMA 4 Scout 17B for semantic relevance scoring and gift-fit evaluation
📄️ Phase 4: Diversity Selection
Heuristic algorithm for category and price distribution without LLM variability
📄️ Phase 5: Response Generation
GPT-5.1 for fluent multilingual narration and formatted product recommendations
📄️ Model Performance Comparison
Comprehensive benchmark analysis of Groq models for Estonian AI assistant