Stardust AI Data Platform

Stardust AI Data Platform

A full-stack AI data platform for data discovery, model reproducibility, and data debt resolution

A full-stack AI data platform for data discovery, model reproducibility, and data debt resolution

Partner solution Public cloud/HCS

An AI Data Engine for Maximizing Data Value

An AI Data Engine for Maximizing Data Value

Why Stardust

Why Stardust

Flexible Data Integration & Ecosystem Fusion

Unify multimodal data across ecosystems with one connection, enabling simpler workflows, faster collaboration, and lower integration costs.

Open-Source SDKs

Build multimodal visualization and alignment pipelines instantly with open-source SDKs that remove manual calibration and accelerate large-scale deployment.

Industry-Leading Data Annotation Tool

Generate accurate, scalable annotations for images, videos, point clouds, and text through automation that reduces manual effort and enhances model quality.

Multimodal Data Management & Intelligent Search

Manage and search multimodal data in one dashboard with AI-powered retrieval for faster discovery and higher productivity.

Extensive Expertise Across Industries

Extensive Expertise Across Industries

Scenario

Smart SKU Management & Personalization

Smart Coal Mine Safety System

Smart Metro Operations

Challenges
  1. A large number of SKUs
  2. Challenging product display management
  3. Meeting personalized consumer demands with traditional methods
  1. Complex underground coal mine environments
  2. Difficulties in manual monitoring
  3. Urgent need for a real-time, intelligent monitoring system
  1. Complex data formats (video, SCADA, work orders)
  2. High manual labeling costs from diverse, scenario-specific corner cases
Solution
  1. Automated annotation of endoscopic videos and infrared thermographic images to identify defects like cracks and corrosion
  2. For LNG tanker operations, improved safety violation detection (e.g., missing helmets) and enhanced model robustness with time-series data analysis
  3. Developed a multi-scenario behavior recognition model to expand coverage of hazardous operations
  1. Employed a collaborative cloud‑edge architecture (Energy AI Cloud + Edge Cloud) to enable real‑time monitoring of underground coal‑mine operations
  2. Applied computer vision to detect personnel violations and equipment anomalies
  3. Used corner case mining to optimize model performance in low-light and high-dust conditions, and deployed models to the edge for real-time inference
  1. Synchronized multimodal timestamps and unified processing and labeling through Stardust
  2. Auto‑labeling via RESTful APIs and proprietary algorithms for higher efficiency
Benefits
  1. 20x inventory efficiency with SKU automation
  2. Out-of-stock alerts and responses within 5 minutes
  3. 30% fewer returns, thanks to enhanced virtual try-ons
  4. 15% higher average order value
  1. 30% faster model training time
  2. Millisecond-latency inference
  3. 95% accuracy in risk detection
  4. Enhanced mine safety and operational intelligence
  1. 97% accuracy and 10× faster response than manual methods
  2. Real-time 10kV power monitoring via SCADA reduced maintenance workload and accelerated response times

Smart SKU Management & Personalization

Challenges
  1. A large number of SKUs
  2. Challenging product display management
  3. Meeting personalized consumer demands with traditional methods
Solution
  1. Automated annotation of endoscopic videos and infrared thermographic images to identify defects like cracks and corrosion
  2. For LNG tanker operations, improved safety violation detection (e.g., missing helmets) and enhanced model robustness with time-series data analysis
  3. Developed a multi-scenario behavior recognition model to expand coverage of hazardous operations
Benefits
  1. 20x inventory efficiency with SKU automation
  2. Out-of-stock alerts and responses within 5 minutes
  3. 30% fewer returns, thanks to enhanced virtual try-ons
  4. 15% higher average order value

Smart Coal Mine Safety System

Challenges
  1. Complex underground coal mine environments
  2. Difficulties in manual monitoring
  3. Urgent need for a real-time, intelligent monitoring system
Solution
  1. Employed a collaborative cloud‑edge architecture (Energy AI Cloud + Edge Cloud) to enable real‑time monitoring of underground coal‑mine operations
  2. Applied computer vision to detect personnel violations and equipment anomalies
  3. Used corner case mining to optimize model performance in low-light and high-dust conditions, and deployed models to the edge for real-time inference
Benefits
  1. 30% faster model training time
  2. Millisecond-latency inference
  3. 95% accuracy in risk detection
  4. Enhanced mine safety and operational intelligence

Smart Metro Operations

Challenges
  1. Complex data formats (video, SCADA, work orders)
  2. High manual labeling costs from diverse, scenario-specific corner cases
Solution
  1. Synchronized multimodal timestamps and unified processing and labeling through Stardust
  2. Auto‑labeling via RESTful APIs and proprietary algorithms for higher efficiency
Benefits
  1. 97% accuracy and 10× faster response than manual methods
  2. Real-time 10kV power monitoring via SCADA reduced maintenance workload and accelerated response times

End-to-End Multimodal AI Data Architecture

End-to-End Multimodal AI Data Architecture

Diverse Data Sources

Integrate client, open-source, and proprietary datasets with MySQL and S3 storage, enabling scalable, multimodal data ingestion.

Open-Source–Driven Application Services

Deliver reliable, high-performance, and scalable AI services and capabilities.

Huawei Cloud–Integrated Technical Support

Accelerate AI application development with enterprise-grade infrastructure.

Related Services

Stardust: Your Trusted AI Data Partner

Stardust: Your Trusted AI Data Partner

STARDUSTAI PTE. LTD.

Since 2017, Stardust has been at the forefront of AI-native data services and cutting-edge products designed to fuel AI innovation with data excellence. From precision-driven data annotation to comprehensive end-to-end data solutions, we tackle your data challenges head-on—eliminating data debt and accelerating AI deployment with unmatched expertise.

  • STARDUSTAI PTE. LTD.

    Since 2017, Stardust has been at the forefront of AI-native data services and cutting-edge products designed to fuel AI innovation with data excellence. From precision-driven data annotation to comprehensive end-to-end data solutions, we tackle your data challenges head-on—eliminating data debt and accelerating AI deployment with unmatched expertise.

Consultations

Consultations

Share Your

Data or AI Model


Requirements with Us
Contact Us