Multilingual (SEA)Contract (Multilingual Batch)Southeast Asia

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

Batch of multilingual SEA contracts being processed

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"}}
1800ms
Processing Time
Average per-document time in batch mode with auto language detection

Extracted Fields

Key data fields extracted from contract (multilingual batch) documents.

Language

language

Auto-detected document language

Sample

Vietnamese (vi)

Contract Type

contract_type

Contract classification in detected language

Sample

Hop dong dich vu

Parties

parties

All contracting parties extracted

Sample

Cong ty ABC, Cong ty XYZ

Contract Value

value

Total value with currency detection

Sample

200,000,000 VND

Language & Region Details

Language
Multilingual (SEA)
Code: mul
Region
Southeast Asia
Code: SEA
Script Type
Multiple (Thai, Latin, Khmer, etc.)
Direction
Left to Right

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

High

Average Accuracy

Across all supported SEA languages

2,000/hr

Batch Speed

Multi-page contracts processed per hour

7+

Languages

Southeast Asian languages supported

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.

Need Enterprise Support?

Submit an inquiry below or email us at support@turbolens.io