In volatile markets driven by liquidity, geopolitics and AI disruption, earnings quality is becoming more critical than brokerage recommendations. The article highlights structural biases in analyst calls and outlines key red flags investors should track, emphasising independent analysis and cash-backed earnings over headline profit numbers.