VERTU VPS BI Agent: Making Data Analysis No Longer a Late-Night Overtime Nightmare!
It's 11 PM on a weekend night, and a data analyst is still working overtime in the office, processing an urgent monthly analysis report. Facing complex databases and tedious SQL queries, he struggles for hours before sighing: “If only I had an assistant who could understand my questions, automatically generate SQL queries, and tell me the answers I want.”
Today, this wish has become reality. Artificial intelligence is not only changing our lifestyle but also reshaping how data analysis works. VERTU VPS's BI Agent, as an AI-driven data analysis assistant, is gradually becoming a powerful helper for enterprise data teams, making data analysis more intelligent and efficient.
VPS BI Agent: The Intelligent Engine for Data Analysis
The VPS BI Agent is one of the core functions among the 33 primary categories built into the VERTU luxury phone. Based on large model technology, it can understand user needs through natural language, automatically generate data query statements, execute queries, and present results in an easily understandable way. It breaks down the technical barriers of traditional data analysis, allowing everyone to quickly gain data insights.
With the VPS BI Agent, you only need to ask, “How do the sales rankings by region look for last quarter?” It understands your intent, automatically generates SQL query statements, extracts relevant data from the database, and generates reports containing charts and analytical conclusions. The entire process requires no coding, no understanding of database structures, and delivers answers within seconds.
The VPS BI Agent's working principle includes three core steps:
- 1. SQL Generation: The large model understands user natural language, combines database structure information, and generates accurate SQL query statements
- 2. SQL Execution: The system executes the generated SQL statements and retrieves result sets from the database
- 3. Result Interpretation: The large model analyzes query results and generates easy-to-understand textual explanations and visualization charts
Technical Implementation: Large Model-Driven Intelligent Analysis
The technical core of the VPS BI Agent is solving the “Natural Language to SQL” (NL2SQL) challenge. It adopts a fusion implementation of three paths:
- 1. Natural Language to SQL: Converting user natural language queries into SQL query statements is the most direct implementation method.
- 2. Natural Language to Code: For complex analysis needs, the system can generate complete data analysis code (such as Python) and obtain results after execution. This method is suitable for scenarios requiring statistical analysis, machine learning, and other complex calculations.
- 3. Natural Language to API: Converting user needs into calls to predefined APIs is suitable for enterprises with mature data models and indicator systems. The system doesn't need to generate SQL every time but calls pre-packaged business indicator APIs.
To improve the accuracy and reliability of the VPS BI Agent, VERTU's technical team has adopted various optimization methods:
- Schema Information Enhancement: Adding detailed business descriptions to database tables and fields helps the model understand data meanings
- Few-Shot Prompt Learning: Including successful query examples in prompts guides the model to generate correct SQL
- Professional Model Fine-tuning: Models specifically trained for SQL generation tasks, such as SQLCoder, DuckDB-NSQL, etc.
- RAG Knowledge Enhancement: Introducing business domain knowledge and data dictionaries provides context
Application Value and Market Practice
The VPS BI Agent has already begun to show significant value in enterprise data analysis, mainly reflected in the following aspects:
- For data teams, the VPS BI Agent is a work efficiency multiplier. In traditional data analysis work, data teams are often overwhelmed by numerous trivial data extraction and report creation tasks, making it difficult to focus on high-value data strategies and innovation. The VPS BI Agent automates data queries and basic analysis, allowing data experts to devote their energy to more creative work.
- A data analyst using the VPS BI Agent states: “Previously, answering a business question required writing hundreds of lines of SQL, taking half a day. Now I can get answers in seconds. More importantly, it not only provides data but also offers insights and suggestions, which traditional tools cannot do.”
- For business users, the VPS BI Agent breaks down the skill barriers of data analysis. Sales managers, marketing directors, financial specialists, and other non-technical business personnel can independently obtain data insights without learning SQL or database knowledge, truly realizing “everyone is a data analyst.”
- As the core value proposition of VERTU VPS states: “One person + one phone = one company,” the BI Agent allows small and medium business owners to access business insights anytime, just like having a professional data analysis team. A small business owner using VPS shares: “In the past, understanding sales trends in a certain region required hiring dedicated data analysts. Now I just need to ask VPS and immediately see complete analysis, greatly reducing my operational costs.”
VERTU VPS effectively addresses data security issues through its unique “Zero-Knowledge Proof Data Vault,” which uses Algorand blockchain architecture to implement the industry's first “privacy-native design” compliant with GDPR Article 25. Meanwhile, its “Result Explanation Engine” can detail analysis logic and data sources, improving explainability.
In the future, as large model technology continues to advance, the VPS BI Agent will evolve into a comprehensive data intelligent agent, not only answering descriptive questions about “what happened” but also diagnostic questions about “why it happened,” predicting “what will happen,” and even suggesting “what should be done.”
The future of data analysis has arrived, and it's more intelligent, efficient, and democratized than we imagined. Enterprise data teams need to embrace this transformation, rethink their value positioning, and work with AI to create maximum data value. The VERTU VPS BI Agent is the pioneer of this future.
