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Managed onramp / governed data accessEdition · August 3, 2026

Suzano puts a natural-language-to-SQL agent in front of 50,000 staff

A Brazilian pulp-and-paper maker built a Gemini agent that turns plain-language questions into SQL, which Google Cloud says cut query time by about 95 percent for 50,000 employees.

StackGeminiGoogle Cloud
WhoSuzanoGoogle Cloud

Suzano, a Brazilian pulp-and-paper company, built an agent on Google's Gemini that translates natural-language questions into SQL queries. Google Cloud says the result was roughly a 95 percent reduction in query time across 50,000 employees. It is the governed-data-access pattern rather than a support chatbot: the agent sits between non-technical staff and internal databases, widening who can ask questions of company data without writing code. As a managed onramp on Google, it also serves as a stack contrast to the Claude-based deployments elsewhere in this digest. The figure is Google Cloud-cited from a single vendor source.

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$ part of the KMM Weekly Deep Dive · researched from primary sources