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Tag: nl2sql

Data Analytics / Data Engineering / Large Language Models

Semantic Layers for AI: Why Text-to-SQL Fails Without One

Kindson The Geniusby Kindson The GeniusJune 30, 2026June 30, 20261

Enterprise teams are deploying natural-language analytics at record pace — and hitting the same wall. A VP asks “What was net revenue by region last quarter?” in plain English. The LLM writes SQL that runs without errors, returns plausible numbers, and is completely wrong. The join was on the wrong…

Artificial Intelligence / Data Analytics / Large Language Models

LLMs as Data Analysts: Can AI Really Replace Your Analyst Team?

Kindson The Geniusby Kindson The GeniusJune 26, 2026June 30, 2026

A McKinsey report from early 2025 found that 62% of enterprise data teams have already integrated large language models into at least one stage of their analytics workflow. Meanwhile, Gartner projects that by 2027, LLMs will automate 60% of data analyst tasks that were performed manually in 2023. Th…

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