This invention discloses an intelligent
data analysis method and
system integrating Chat BI and Headless BI; belonging to the field of
artificial intelligence and
data analysis technology, the operation steps are as follows: Building a unified
semantic data model based on the
semantic layer of Headless BI, constructing a
knowledge graph of data table associations; receiving
natural language query requests and completing intent
parsing through a
large model; calling the
semantic layer of Headless BI to generate standardized semantic
SQL; after verifying and injecting permissions into the semantic
SQL, converting it into physical
SQL and executing it; displaying the query results and generating intelligent analysis summaries through the Chat BI multimodal module. The
system includes a
large model parsing module, a
semantic layer processing module, an SQL conversion and
verification module, a multimodal display module, a Chat BI interaction module, and a data storage module. This invention achieves
deep integration of Chat BI and Headless BI, balancing convenient interaction with professional analysis, improving SQL generation accuracy, reducing the risk of
large model illusion, efficiently supporting complex enterprise-level business queries, and adapting to multi-source heterogeneous databases.