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AI Localization

AI Localization & Quality Automation Balance speed with professional quality

MT plus professional post-editing (MTPE) for high-volume content—with terminology locks and human QA.

  • PSB Reg. No. 3101150909750
  • TAC Institutional Member
  • ISO 17100 Certified Quality
  • Strict Enterprise NDA
AI Localization & Quality Automation

Trusted by Global Fortune 500 & Industry Leaders

Empowering global translation & localization across manufacturing, healthcare, finance and tech

AP

APPLE

Consumer Tech & OS

SI

SIEMENS

Industrial Automation

BO

BOSCH

Automotive & Mobility

SH

SHISEIDO

Beauty & Luxury

SA

SANOFI

Healthcare & Pharma

DA

DAIICHI SANKYO

Pharmaceuticals & Oncology

ME

MEDTRONIC

Medical Devices

AB

ABB

Power & Robotics

SC

SCHNEIDER

Energy & Automation

KO

KOBAYASHI

Consumer Healthcare

BY

BYD

New Energy Vehicles

PF

PFIZER

Biopharma & Clinical

AP

APPLE

Consumer Tech & OS

SI

SIEMENS

Industrial Automation

BO

BOSCH

Automotive & Mobility

SH

SHISEIDO

Beauty & Luxury

SA

SANOFI

Healthcare & Pharma

DA

DAIICHI SANKYO

Pharmaceuticals & Oncology

ME

MEDTRONIC

Medical Devices

AB

ABB

Power & Robotics

SC

SCHNEIDER

Energy & Automation

KO

KOBAYASHI

Consumer Healthcare

BY

BYD

New Energy Vehicles

PF

PFIZER

Biopharma & Clinical

MTPE
Post-editing
TM
Terminology
QA
Auto QA
RAG
Multilingual KB
Overview & Scope

Service overview

AI accelerates content output but introduces terminology drift, compliance risk and quality variance. Linguist unifies MTPE, prompt localization, AI output review and automated QA in one governance framework—with tiered handling by content criticality.

Key Capabilities

High-volume MTPE for cost-efficient localization
Multilingual optimization of LLM prompts and system instructions
Quality and compliance review of AI-generated marketing/support copy
Enterprise glossary and TM governance
Crowdin, Phrase, custom CMS and API integration
MQM / BLEU automated sampling plus human scoring
Core Advantages

Why Linguist AI localization

Traditional L10n quality discipline plus practical AI workflow implementation.

⚖️

Tiered quality

MTPE levels by content type; critical content stays fully human.

🔐

Data security

Private deployment and redaction guidance for enterprise compliance.

🚀

Pilot first

Small PoC batches before scale to reduce transformation risk.

👨‍💼

Advisory

Architecture, vendor selection and process design consulting.

AI localization services
ISO 17100 Dual-Review QA 100% Native
⚙️ Supported Formats & Tooling

Content & tools

Mainstream AI and L10n platforms with pipelines by content type.

OpenAI / Claude API CSV / JSON bulk Crowdin / Phrase GitHub Actions CI RAG knowledge bases Support ticket systems
🏢 Key Industries & Compliance

Typical use cases

Keep language quality controllable while scaling AI and automated content.

SaaS go-global E-commerce SKU volume AI support & knowledge bases Marketing automation Internal enterprise docs Compliance & risk content

Project Preparation

The following information helps accurately assess scope, timelines, and quotation.

01

Source Files

Provide source documents or corpus packages (Word, Excel, XLIFF, JSON, Markdown, PDF).

02

Target Languages

Specify target language pairs and regional audience standards.

03

Purpose & Audience

Clarify use case (internal knowledge base, e-commerce, tech guides, publication).

04

Terminology & References

Provide translation memories (TMX), glossaries (TBX), or prompt constraint rules.

05

Format & Timeline

Confirm quality level (Light MTPE vs Full MTPE), file formats, and delivery schedule.

💡 Note: For high-volume projects, a 1,000-2,000 word pilot sample evaluates MT engine quality and PE effort.

AI + Human Post-Editing (MTPE) Workflow

Corpus pre-processing, engine alignment, human expert post-editing, and TM archival.

01
Stage 01

Parsing & Term Injection

Parse text structures, isolate code tags, and inject glossary terms into model prompts.

02
Stage 02

Engine Machine Translation

Execute high-throughput translation via domain LLMs and NMT while protecting variables.

03
Stage 03

Automated QA Validation

Run automated checks for missing placeholders, numbers, tag corruptions, and term locks.

04
Stage 04

Human Post-Editing (Full MTPE)

Domain linguists review sentence-by-sentence to eliminate machine tone and ensure fluency.

05
Stage 05

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.

View All Samples →
AI Translation & MTPE Technical Sample EN ➔ ZH-CN
Source (EN - Complex Technical Spec)

"Ensure the fail-safe interlock triggers a controlled shutdown whenever the differential pressure transducer reports an out-of-spec reading across the manifold."

Full MTPE Target (ZH-CN - Post-Edited by Domain Specialist)

“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
Sample Overview Sample ID: AI-MTPE-01

Chemical Fluid Control System O&M Manual

Service: AI Translation Post-Editing (Full MTPE) · Domain: Process Engineering

1

Eliminating MT Syntactic Artifacts

Restructuring nested English clauses into clear engineering condition-action statements.

2

Domain Term Correction

Fixing generic LLM mistranslations of instrumentation, valves, and piping terms.

3

Productivity Acceleration

2.5x throughput gain over traditional workflows while preserving human publication quality.

💻 Developer & Enterprise Integration

Enterprise RESTful Translation API & CI/CD Pipeline

Seamlessly embed certified human-in-the-loop translation, TM governance, and terminology lookups into your GitHub Actions, CMS, and ERP systems.

4-Step Continuous Localization Pipeline

STEP 01

Git Commit / CMS Webhook

Auto triggers on code push or CMS publish.

STEP 02

TM Vault & Terminology Match

100% leverages pre-approved glossaries.

STEP 03

ISO 17100 Dual Native Pass

In-country native experts review and approve.

STEP 04

Automated Callback & Release

Auto PR creation or instant API callback.

curl -X POST https://api.worldlingo.cn/v1/translate \
  -H "Authorization: Bearer wl_live_sec_89f02c4b" \
  -H "Content-Type: application/json" \
  -d '{
    "source_lang": "en",
    "target_langs": ["zh", "ja", "de"],
    "domain": "medical_iso13485",
    "quality_tier": "iso17100_native_review",
    "tm_vault_id": "tm_enterprise_sanofi_2026",
    "text": "The patient monitor must maintain continuous ECG telemetry during MRI scanning.",
    "callback_url": "https://client-corp.com/api/webhooks/translation-ready"
  }'
API Response (200 OK) 24ms
{
  "status": "success",
  "job_id": "job_wl_2026_98821a",
  "domain": "medical_iso13485",
  "lqa_score": 99.9,
  "term_vault_matches": 3,
  "translations": {
    "zh": "在核磁共振 (MRI) 扫描期间,患者监护仪必须保持不间断的心电遥测 (ECG)。",
    "ja": "MRIスキャン中、生体情報モニタは連続的な心電図(ECG)テレメトリを維持しなければならない。",
    "de": "Der Patientenmonitor muss während der MRT-Untersuchung eine kontinuierliche EKG-Telemetrie aufrechterhalten."
  }
}
符合 ISO 17100 审校签名 申请开发者 API Key →
⏱️ Engineering SLA & Timeline

ISO 17100 6-Step Delivery Pipeline & SLA Timeline

Transparent milestone tracking from 24-hour rapid turnaround to enterprise continuous releases.

Guaranteed Total SLA
2 ~ 4 Business Days
Get Accurate Project Schedule →
01 0.5天

Term Extraction & Sign-off

Extract core glossary & align with client

02 1~2天

Expert Team Translation

Modular parallel translation in TMS

03 1天

100% Native Final Review

Full in-country native polishing

04 0.5天

Print-grade DTP Layout

InDesign / CAD / Word 1:1 reproduction

05 0.5天

Full MQM LQA Audit

Cross-check metrics & compliance

06 交付即生效

Certified Delivery & Warranty

Deliver all open files + 30-day warranty

FAQ

Frequently asked questions

Common questions on pricing, turnaround, confidentiality and file formats—contact us for anything else.

How do AI and human translation work together?
MT + post-editing (MTPE) + QA suits high-volume or time-sensitive content; marketing and legal content often needs full human translation or enhanced review.
Can you use our MT engine and terminology rules?
Yes—we can connect client engines and apply glossaries, do-not-translate lists and style guides during MTPE.
How much does AI Localization & Quality Automation cost?
Pricing depends on word/page count, language pair, subject matter, timeline and formatting. Send a sample or files—we respond within 24 hours with a detailed quote.
What factors affect translation pricing?
Key factors: language pair, content type (general/technical/legal), layout/DTP, certified or notarized delivery, glossary work, rush fees, and volume for ongoing programs.
How long does translation take?
Typical documents are planned at roughly 2,000–3,000 source words per day; website and software work is phased by module. We confirm milestones during scoping.
Can you handle urgent projects?
Yes. Rush jobs use additional linguist/reviewer capacity and priority scheduling. Share your deadline when submitting—we confirm feasibility and options.

Ready to Start Your Project?

Submit your requirements and files. Our consultant will provide a transparent quote and timeline within 24 hours.

Mutual NDA execution supported
Evaluation delivered within 24 hours
Transparent pricing & clear scope

Ready to discuss your AI Localization & Quality Automation project?

Submit your materials to receive a tailored assessment and quotation.

Get a quote