In this talk, we will introduce the Chat with the Data benchmark, which addresses 1) enterprises needs, 2) can be used to assess the accuracy of LLMs to answer natural language questions over enterprise SQL databases and 3) investigates how Knowledge Graphs can enhance accuracy. We will present our ongoing work, share preliminary results and discuss how organizations are adopting the benchmark framework for their internal uses.