175-Page Chinese Manuscript

Created a multi-tiered AI workflow to digitize and analyze a 175-page Chinese manuscript authored by the client''s wife. Benchmark-driven analysis using Claude Opus 4.1 revealed 35% cultural nuance loss in the existing Google Translate overlay, with comprehensive documentation of Chinese symbols and their proper English interpretations.

2025AI InnovationCompleted

Key Features

  • Multi-tiered workflow: Sophisticated AI orchestration for complex translation tasks
  • Benchmark methodology: Data-driven model selection and quality assessment
  • Cultural preservation: Documented Chinese symbols with culturally accurate translations
  • Batch optimization: 10-15 page segment processing for efficiency

Impact

- **35% cultural nuance gap** identified in Google Translate processing - **175 pages digitized** from screenshots with English overlay - **Comprehensive report** documenting specific Chinese symbols with culturally accurate English translations - **Benchmark-driven approach** determined optimal AI models for translation quality

Technology Stack

Core Stack

Claude Opus 4.1AI WorkflowsOCRTranslation APIs
  • Claude Opus 4.1 for translation quality analysis
  • Multi-tiered AI workflow orchestration
  • OCR for Chinese character recognition
  • Batch processing (10-15 page segments)
  • Comparative translation analysis framework

Tags

AIChinesetranslationOCRcultural-nuancemanuscript-digitizationbenchmark-driventranslation-qualitybatch-processingworkflowClaudeGoogle-Translateromance-novel