FastAGI-Retail Intelligence Assistant

AI-powered retail decision-making: 90% faster data queries, 99% intent accuracy, 90.3% user satisfaction
Forbes AI Top 50 Enterprise
Fortune China Tech Top 50 Enterprise
IDC MarketScape: China Generative AI Data Infrastructure — Leaders Position
National High-Tech Enterprise
Member Enterprise of Hong Kong Software Industry Association
1-on-1 Consultation
Summary
This solution leverages enterprise-grade large language model (LLM) technology to build a comprehensive intelligent decision-making system for retail enterprises. Through natural language conversation, frontline store staff and management can instantly query sales data, inventory status, staff efficiency metrics, and other key business information — without requiring professional data analysis skills. The system transforms the paradigm from "people searching for data" to "data finding people." The platform comprises three core modules: intelligent data Q&A, business diagnostic analysis, and industry trend insights, covering key retail scenarios including sales, inventory, staff performance, and category management. Since launch, daily data query efficiency has improved by over 90%, with monthly interactions exceeding 100,000 queries and a 90.3% user satisfaction rate. The solution reduces slow-moving inventory by 15%, improves store staff efficiency by 25%, cuts decision meeting time by 70%, and shortens ROI payback period to 6 months.

Highlights

Daily query efficiency improved by 90%+; monthly interactions exceed 100,000; intent recognition accuracy reaches 99%
Slow-moving inventory reduced by 15%; store staff efficiency improved by 25%; decision meeting time cut by 70%
Data accuracy 100%, query coverage 96%, 90.3% user satisfaction rate
Modular design reduces implementation cost by 40% vs traditional BI systems; ROI payback period shortened to 6 months
Supports real-time multi-level business analysis from store to headquarters with no specialist data skills required



Service Packages and Offerings

Quotation on Demand

Enterprise Custom Package
Tailored to enterprise scale and business needs, covering end-to-end services from data governance and model deployment to intelligent application delivery. Contact us for a customised quotation.

Service Packages and Offerings

- Integration of multi-source heterogeneous enterprise data into an AI-Ready data foundation
- Intelligent Data Q&A module: natural language queries for sales, inventory, staff efficiency, and 400+ KPIs
- Business Diagnostic Analysis module: AI-powered root cause analysis with visualised diagnostic reports
- Industry Trend Insights module: external market data collection and fashion trend analysis
- Multi-level permission management for store, district, region, and brand levels
- Full technical support and continuous model iteration and optimisation services

Learn more
Service packages and offerings are subject to dedicated terms and conditions, please contact the service providers directly for further details

Details

This solution addresses core retail pain points — inefficient data retrieval and decision-making reliant on individual experience — by building a retail intelligent decision collaboration platform powered by enterprise-grade LLMs.

【Core Features】
- Intelligent Data Q&A: Supports natural language text and voice queries covering 400+ KPIs including sales, inventory SKUs, staff efficiency, and category analysis. Data accuracy 100%, intent recognition accuracy 99%. The system has served 17,626 users with 629,412 total queries and over 100,000 monthly interactions.

- Business Diagnostic Analysis: Based on 30+ business corpus documents and 300+ business questions, it builds a "YoY/MoM/Competitor" analysis framework supporting a complete analytical chain from situational interpretation, root cause analysis, and insight inference to decision recommendations.

- Industry Trend Insights: Collects external market data to provide multi-dimensional fashion industry trend analysis including category trends, brand trends, and price-band distribution, helping retailers stay ahead of market movements.

【Technology Architecture】
Built on the FastData Foil data fusion platform integrating structured, semi-structured, and unstructured multimodal data, combined with the Deepexi enterprise LLM platform (MQL Text2MQL2SQL technology), delivering high-accuracy, zero-hallucination proprietary AI capabilities with multi-level permission controls and private deployment support.

【Use Cases】
Applicable to chain retail and fashion brand enterprises. Enables frontline staff to query store data instantly, assists management in multi-brand and multi-region performance comparison and decision analysis, significantly shortening decision cycles and improving operational efficiency.

【Target Departments】
Innovation and Technology Bureau; Commerce and Economic Development Bureau; Financial Services and the Treasury Bureau


Customer Cases

CASE
1
Client: A leading fashion retail group (brands covering footwear, apparel, and accessories)
Use Case: Nationwide chain store data queries and multi-level management decision analysis Results: - 17,626 cumulative users, 629,412 total queries, 100,000+ monthly interactions - Data query efficiency improved by 90%+; 90.3% user satisfaction rate - Slow-moving inventory reduced by 15%; store staff efficiency improved by 25% - Decision meeting time reduced by 70%; ROI payback period shortened to 6 months - Implementation cost reduced by 40% vs traditional BI systems

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