Dropped sql query time from 10 minutes to 3 minutes 😱😱😱

QueryGPT is an AI-powered tool developed by Uber to convert natural language (English, for example) into optimized SQL queries. It allows users to interact with Uber's internal data models in plain English, simplifying the process of data querying and analysis. Essentially, it bridges the gap between human language and the technical language of databases, making data more accessible to a wider range of users.

Here's a more detailed breakdown:

Natural Language to SQL:
QueryGPT translates user-friendly language into efficient SQL queries that can be executed against Uber's data warehouse.

AI-Powered:
It leverages Large Language Models (LLMs), vector databases, and retrieval-augmented generation (RAG) to understand user intent and generate appropriate SQL.

Efficiency and Accessibility:
By automating query creation, QueryGPT reduces the time and effort required to extract data insights, enabling more users to access and utilize Uber's vast data resources.

Workspaces:
QueryGPT utilizes "workspaces" which are curated collections of SQL samples and table schemas tailored to specific business domains (e.g., Mobility, Ads). This helps narrow down the scope of possible data sources, improving the accuracy of query generation.

Impact:
Uber estimates that QueryGPT has saved 140,000 hours per month in query-writing efforts. It has also reduced query composition time by 70%.

Democratization of Data Access:
By allowing non-technical users to generate queries, QueryGPT fosters a more data-driven culture at Uber.

Видео Dropped sql query time from 10 minutes to 3 minutes 😱😱😱 канала AI CATALYST