Batch Multilingual
Contract Processing
Process contracts across Southeast Asian languages at enterprise scale with automatic language detection and unified structured output.
Sample Extraction Demo
See how TurboLens extracts structured data from Multilingual (SEA) contract (multilingual batch) documents.
Input Document

Extracted JSON Output
{
"batch_id": "BATCH-2025-0789", "total_documents": 150, "languages_detected": [
"th", "vi", "id", "ms", "tl"], "processing_summary": {
"successful": 147, "needs_review": 3, "average_accuracy": 97.2}, "sample_extraction": {
"document": "contract_042.pdf", "language": "vi", "contract_type": "Hop dong dich vu", "parties": [
"Cong ty ABC", "Cong ty XYZ"], "value": "200,000,000 VND"}}Extracted Fields
Key data fields extracted from contract (multilingual batch) documents.
Language
languageAuto-detected document language
Vietnamese (vi)
Contract Type
contract_typeContract classification in detected language
Hop dong dich vu
Parties
partiesAll contracting parties extracted
Cong ty ABC, Cong ty XYZ
Contract Value
valueTotal value with currency detection
200,000,000 VND
Language & Region Details
Special Handling
- Automatic language detection across 7+ SEA languages
- Cross-language entity matching (same company, different languages)
- Mixed-language contract handling (e.g., Thai-English bilingual contracts)
Key Features
Purpose-built capabilities for Multilingual (SEA) contract (multilingual batch) processing.
Auto Language Detection
Automatically detects the language of each contract in a batch across Thai, Vietnamese, Indonesian, Malay, Filipino, Khmer, and Myanmar.
Unified Output Schema
All contracts output to a consistent JSON schema regardless of source language, enabling unified downstream processing.
Cross-Language Entity Matching
Identifies the same legal entities across documents in different languages (e.g., a company name in Thai and English).
Enterprise Batch Scale
Process thousands of contracts per hour with parallel processing, priority queuing, and real-time progress tracking.
ROI & Business Impact
Average Accuracy
Across all supported SEA languages
Batch Speed
Multi-page contracts processed per hour
Languages
Southeast Asian languages supported
Related Capabilities
Related Solutions
Frequently Asked Questions
TurboLens analyzes text features and script characteristics to automatically identify the language of each document. This works for Thai, Vietnamese, Indonesian, Malay, Filipino, Khmer, and Myanmar scripts.
Yes. The cross-language entity matching feature identifies when the same legal entity appears in contracts written in different languages, enabling unified reporting across multilingual document sets.
There is no hard limit on batch size. Enterprise deployments commonly process batches of 10,000+ contracts with priority queuing and progress tracking.
Get Started Today
Try DocumentLens for free or contact us for an enterprise solution with dedicated support and custom integrations.
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Submit an inquiry below or email us at support@turbolens.io
