Dharmesh Shah notes structured queries can outperform LLMs for many use cases

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17.06.2026

Dharmesh Shah notes structured queries can outperform LLMs for many use cases — Shah: Structured queries beat LLMs

Choosing the right tool for data operations can impact both speed and cost.

Dharmesh Shah, referencing a recent internal presentation at HubSpot, shared that many tasks are better addressed with traditional structured queries, such as SQL, instead of relying on large language models (LLMs). Shah pointed out that while LLMs are powerful, solutions based on structured querying remain faster and more economical in numerous everyday business scenarios.

The comment adds to ongoing discourse about optimal AI integration, as organizations assess when to adopt advanced models versus established database technologies.

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Shah has previously commented on challenges in product communication. In a prior observation, he noted that well-made ads sometimes fail to clarify the product being promoted to consumers. The remarks add further context to ongoing discussions around effective technology and business strategy.

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