Developer Enablement Matrix
Data Access Layer
Support for over 30 unstructured data protocols (PDF, MP4, MP3, etc.). Zero-landing processing through streaming block transfer. 10 Gbps transmission speed with 100% format compatibility.
Rules Engine
Visual configuration of data transformation rule chains: KEY + Descriptions; rule execution latency <50ms | Support for 1000 parallel rule chains
Web Conversion Workbench
Zero-code visual data processing: checkbox rule configuration/real-time conversion preview
API Gateway
Full-featured API interface: data writing/rule updates/result subscription; Webhook supports real-time data pipeline output, custom HTTP endpoint configuration/load balancing routing
AI Development Data Support Scenarios
Model Pre-training Data Engineering
Process millions of multimodal raw data
Solution
Data processing: • Web content extraction • Audio/video dialogue extraction • Image-text relationship mapping • Standardized JSONL training format output
Result
2 PB daily data processing | 99.8% format accuracy
Vertical Domain Fine-tuning Data Preparation
Industry-specific data conversion (AI Legal/AI Medical/AI Finance...)
Solution
Domain processing: ▸ Legal clause extraction ▸ Medical chapter hierarchy division ▸ Financial value unit normalization ▸ Hierarchical JSON output
Result
98% field extraction accuracy | 99% structure completeness | 100% unit conversion accuracy
Multimodal Dialogue Data Conversion
GPT file interaction backend processing system
Solution
Conversion process: ▸ Image OCR/semantic extraction ▸ Audio/video dialogue marking ▸ File structuring and conversion
Result
300ms end-to-end latency | Support for 20+ interaction formats
Generative AI Data Pipeline
Non-conversational scenario data processing (AI writing/podcast transcription/AI-RSS...)
Solution
Pipeline processing: ▸ Content atomization ▸ Multimodal relationship mapping ▸ Model-ready format output
Result
3x faster training data loading | 92% token utilization | Support for dynamic data hot-swapping
