Retail & Commerce
Conversational Business Intelligence
Questions like "What was the best-selling product at our downtown store last week?" are automatically converted into executable SQL, delivering real-time analytics and charts.
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See how Upstage solves your most critical business challenges.


High-Speed Text-to-SQL Automation That Eliminates Bottlenecks
Business teams waiting days for IT to pull data struggle to respond to rapidly shifting market conditions. Upstage converts any natural language question into executable SQL automatically, regardless of data complexity. By eliminating the bottleneck in data retrieval, it creates an environment where anyone can access the data they need, instantly.
Self-Service BI for Every Team Member
Marketers and merchandisers without SQL skills can't directly extract data, slowing down intuitive decision-making. Upstage's solution delivers a self-service environment where anyone can ask questions conversationally and receive instant analysis results and visualized charts—no technical knowledge required. Enable data-driven decisions for every team member without complex tooling.
Hybrid Integrated Analysis for Deeper Insights
Sales figures alone rarely explain why customers chose a product—or why they didn't. Upstage combines structured sales data with unstructured sources like customer reviews and VOC to surface integrated insights. Analyze the real voice of the customer hidden behind the numbers to develop precise strategies that create competitive advantage.
Here's how the solution works.
Users ask natural language questions; Solar LLM parses the intent, extracts relevant entities, loads internal DB metadata, and generates executable SQL with real-time visualization output.
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See the difference Upstage Studio makes.
Choose the deployment that fits your environment.
API
Real-time NL2SQL conversion and insight extraction API
+ Live in 5 minutes with flexible per-page pricing
+ High-precision query generation with latest Solar LLM
- Direct live query execution against internal DB requires additional setup
AWS Marketplace
Secure self-hosted analytics model within AWS VPC
+ Analytics within your AWS cloud network
+ Large-scale query batch processing with infrastructure scalability
- Physical integration with closed on-premise DWH limited
On-Prem
Dedicated enterprise analytics automation platform
+ Zero external exposure for sensitive business data
+ Complete learning of internal DB metadata and schemas
+ Ultra-fast analytics and visualization with H200 GPU

