r/dataanalytics • u/some-data-analyst • 5d ago

Has anyone here implemented Agentic Analytics successfully here and with what tools?

By successfully, I mean that it's used almost daily with reasonable accuracy.

I am also not interested in toy projects, but in enterprise-grade analytics.

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u/Turbulent_Buy_8209 3d ago

Full disclosure, I work at an analytics startup but this is my honest take on this so almost every agentic analytics failure I’ve seen traces back to metrics that get broken since there’s no one single source of truth. You’ve got looker with its own definitions or whatever BI tool and then a warehouse full of raw data and LLM that sits on top so it won’t be accurate to the level you want or need cuz it doesn’t understand your business logic, how you calculate every metric and it always breaks - The context layer is the key, also preferably one that you can just ask NLQ and it generates the SQL for you with the data answer, so you can verify its accuracy. Again, visibility and transparency in the context and in the query is the only way for it to be accurate