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Analyzing Data with Generative AI Models
Generative AI models can be misunderstood when analyzing data due to limitations in performing math operations directly. Models like Chat GPT utilize code interpretation to generate Python code for data analysis instead of directly conducting math operations, leveraging the strength of code generation. Enterprise use cases often focus on SQL generation for analytics queries, as SQL is proficient in aggregations, groupings, and joins. Models like Defog and VANA AI excel at generating SQL queries from natural language inputs for efficient database querying and analysis.