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Groq for fast execution and high reasoning.
Hybrid RAG
Dense + sparse vectors in Qdrant with metadata grounding. Zero cross-contamination.
DCF Valuation
Deterministic DCF, WACC, and sensitivity analysis. No LLM math guessing.
Reflection Loop
Senior Analyst AI reviews for contradictions and hallucinations before finalizing.
Investment Thesis
Bull and bear cases with confidence-weighted conclusions and traceable citations.
Peer Comparison
Auto-discovers industry peers and compares operating margins side by side.