Search Results: SemanticLayer

PromptQL's Tanmai Gopal argues that semantic layers—centralized interfaces for data metrics—are fundamentally flawed for AI-driven decision-making. Instead, organizations should embrace a Wikipedia-like wiki as the core knowledge substrate, treating the semantic layer as a compiled artifact. This shift could unlock more adaptive and context-aware AI systems.

Discover why traditional text-to-SQL approaches fail for real business analytics and how semantic layers, multi-agent systems, and instruction-tuned retrieval transform raw data into actionable insights. Learn battle-tested patterns from Findly's journey building an AI analyst that handles complex workflows.