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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.

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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.

Query Entity Extraction
DB/DW Metadata Loading
NL2SQL Joint Reasoning
Visualization Feedback

See the difference Upstage Studio makes.

Category##Before##With Upstage Studio|||Data Access##Submit query request to IT and wait days##Real-time data retrieval via natural language question|||Technical Barrier##Analysis impossible without SQL knowledge##Anyone can query conversationally|||Analysis Scope##Primarily structured sales data##Unified analysis including unstructured reviews and VOC|||Decision-Making##Analysis delays impede intuitive judgment##Instant, data-driven scientific decision support

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

AI Solutions Built for Your Business

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