Industry Practices
From scenario validation to scaled deployment — every practice starts from a real business problem and speaks with measurable results.
- Core business directions
- 4
- Tech service capabilities
- 20+
- Industry scenarios
- 8+
- Service response
- 7×24 h
Smart RetailSmart Replenishment and Demand Forecasting for a Retail Chain
For a retail chain with many SKUs, high volatility and replenishment dependent on store managers' experience, we aggregated POS, inventory, promotion and holiday data, completed cleansing and governance, and developed forecasting and replenishment applications integrated with the existing ERP — sugg
Stockout rates and inventory turnover improved markedly; replenishment decisions take far less time; headquarters gained much stronger visibility and control ov
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Energy & ChemicalsPredictive Equipment Maintenance for an Energy & Chemicals Enterprise
We deployed IoT data acquisition and edge processing for critical units, ingested DCS/SCADA history, built equipment health assessment and fault-warning models, and delivered visual monitoring boards with alerting integrated into the existing production management system.
Unplanned downtime of critical equipment dropped significantly; inspection and maintenance labor is better focused; equipment data went from dormant records to
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Smart ManufacturingVisual Quality Inspection for a Manufacturing Production Line
To address slow and inconsistent manual surface inspection, we delivered a custom vision solution: defect dataset construction, model training and deployment tuning, and integration of the inspection client with the MES — results auto-recorded and linked to production reports in a detection–judgment
Inspection pace now matches line speed; missed and false detections are well controlled; QA data feeds process improvement, lifting the line's overall digitaliz
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Smart Real EstateBuilding IoT Platform and Energy Optimization for Commercial Real Estate
We integrated building automation, utility metering and HVAC data into an IoT service platform with a unified data foundation, then developed energy analytics and optimization applications that suggest operating strategies by business format, time slot and weather, connected to property operations w
Energy anomalies are detected in real time instead of monthly; HVAC and lighting strategies run more precisely, delivering notable energy savings while preservi
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Smart EducationAI Teaching Assistant and Personalized Learning for an Education Institution
We developed a teaching assistant covering preparation, class, practice and review: course knowledge Q&A, intelligent exercise generation and grading, learning analytics and personalized recommendations — on web and mini-program, integrated with existing academic affairs systems.
Teachers' preparation and grading burden eased visibly; practice became better targeted; the institution scaled personalized teaching without extra teaching sta
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HealthcareDocument Intelligence and Data Governance for a Healthcare Enterprise
For diverse, complex-format medical documents, we built a document intelligence application: element extraction, auto-classification and structured ingestion of reports and records, with tiered data management and integration into existing systems — a high-quality data foundation for research and op
Document processing efficiency multiplied; key information retrieval went from archive digging to seconds; business analysis and compliance audits gained reliab
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Precision ManufacturingProcess Knowledge Base Q&A for a Precision Manufacturer
We organized process documents, fault-handling records and equipment manuals into a RAG knowledge base with an intelligent Q&A application; frontline staff get instant handling suggestions and historical cases during anomalies, and new-hire training uses the base as its textbook — a mechanism for co
Typical anomaly handling went from "waiting for experts" to instant self-service; onboarding cycles shortened clearly; craft knowledge now belongs to the organi
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AutomotiveIntelligent Customer Service and Marketing Content Generation for an Automotive Enterprise
We built an intelligent customer service application covering pre-sales consultation and after-sales repair reporting, integrated with the ticketing system for auto-triage with human fallback; and a marketing content generation application producing batched drafts by model, campaign and channel, let
Common inquiries get 24/7 instant responses while human agents focus on high-value conversations; content production efficiency rose sharply, shortening campaig
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“The value of AI lies not in how advanced the model is, but in how tightly it meshes with business processes — engineering matters more than the model itself.”
Looking Forward to Your Industry
For more industry scenarios and solution details, feel free to contact us.