Localización IA y gestión de contenido multilingüe
Enterprise AI localization combining domain LLMs, neural machine translation (NMT), terminology constraint filters, and professional human post-editing (MTPE).
AI Localization & MTPE Scope
Accelerating turnaround by 2-3x and reducing cost through AI throughput, automated QA checks, and specialized human post-editing.
Light Post-Editing (Light MTPE)
Quick grammatical and fidelity fixes for high-volume internal knowledge bases.
Full Post-Editing (Full MTPE)
Complete linguistic and stylistic polishing matching human-grade publication quality.
LLM Prompt Engineering & Term Locks
Custom enterprise prompt rules and strict termbase glossary locks to prevent hallucination.
Corpus Cleaning & TM Alignment
Aligning legacy documentation into structured TMX translation memories and TBX glossaries.
CI/CD Continuous Localization
Seamless API integrations with GitHub, GitLab, Crowdin, and custom headless CMSs.
Automated Rule-Based QA Checks
Automated regex checks for placeholders, numbers, untranslated codes, and units.
Preparación del proyecto
Esta información ayuda a evaluar alcance, plazos y presupuesto.
Source Files
Provide source documents or corpus packages (Word, Excel, XLIFF, JSON, Markdown, PDF).
Target Languages
Specify target language pairs and regional audience standards.
Purpose & Audience
Clarify use case (internal knowledge base, e-commerce, tech guides, publication).
Terminology & References
Provide translation memories (TMX), glossaries (TBX), or prompt constraint rules.
Format & Timeline
Confirm quality level (Light MTPE vs Full MTPE), file formats, and delivery schedule.
AI + Human Post-Editing (MTPE) Workflow
Corpus pre-processing, engine alignment, human expert post-editing, and TM archival.
Parsing & Term Injection
Parse text structures, isolate code tags, and inject glossary terms into model prompts.
Engine Machine Translation
Execute high-throughput translation via domain LLMs and NMT while protecting variables.
Automated QA Validation
Run automated checks for missing placeholders, numbers, tag corruptions, and term locks.
Human Post-Editing (Full MTPE)
Domain linguists review sentence-by-sentence to eliminate machine tone and ensure fluency.
Private TM Asset Archival
Final post-edited segments are archived into customer translation memories.
Deliverables
- Final formatted documents post-edited to human publication standards (Full MTPE)
- Post-editing effort and edit distance analysis report
- Updated private translation memories (TMX) and termbases (TBX)
- Automated QA compliance and consistency logs
Prerequisites & Scope Notes
- Post-Editing Tiers: Light MTPE focuses on accuracy; Full MTPE delivers native publication fluency
- Source Text Quality: Garbled source text requires pre-translation cleaning to prevent MT errors
- Data Privacy: Processed via enterprise zero-data-retention APIs; never used for public LLM training
- DTP Formatting: Complex CAD drawings and multi-column manuals integrate with DTP engineering
AI Translation & MTPE Technical Sample
Demonstrating raw machine translation output vs specialized human post-editing refinement.
"Ensure the fail-safe interlock triggers a controlled shutdown whenever the differential pressure transducer reports an out-of-spec reading across the manifold."
“务必确保：一旦压差变送器检测到歧管两端读数超出规格，故障安全联锁装置即刻触发受控停机。”
| Raw MT (Draft Flaw) | Full MTPE (Human Polish) | Post-Editing Rationale |
|---|---|---|
| Literal: "Trigger controlled closing..." | Controlled shutdown | Industry standard: Converts awkward literal phrasing into established technical command |
| Literal: "Pressure transducer reports..." | Differential pressure transmitter | GB/T Instrument Terminology: Standardizes transducer to transmitter in fluid systems |
| Literal: "Across the main pipe everywhere" | Across the manifold | Fluid mechanics context: Accurate spatial engineering translation of manifold reading |
Chemical Fluid Control System O&M Manual
Service: AI Translation Post-Editing (Full MTPE) · Domain: Process Engineering
Eliminating MT Syntactic Artifacts
Restructuring nested English clauses into clear engineering condition-action statements.
Domain Term Correction
Fixing generic LLM mistranslations of instrumentation, valves, and piping terms.
Productivity Acceleration
2.5x throughput gain over traditional workflows while preserving human publication quality.
Preguntas frecuentes
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