🤖 The AI Analytics Sandbox

Raw Text-to-SQL vs. Governed Semantic Layer

SQL Grounding
Grounding Strategy Determine how LLM interprets questions
📥 Prompt Context Sent to AI 7,500 Tokens
⚙️ AI Generated Output

Semantic Gamble (Accuracy: ~10%)

Logical Error

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Data-Journalist Insight

Without a Semantic Layer, the LLM must write SQL from raw table names. It has no way of knowing how your team defines metrics. It guesswork leads to confident but incorrect calculations.