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Translation Quality Automation Professional delivery with a clear workflow

Quantifiable language quality gates: automated scoring, terminology consistency scans, compliance pattern detection and TM health governance. Integrates with major TMS or CI/CD to block low-quality strings pre-release and objectify vendor management.

  • PSB Reg. No. 3101150909750
  • TAC Institutional Member
  • ISO 17100 Certified Quality
  • Strict Enterprise NDA
Translation 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

24h
Fast response
100+
Languages
PM
Dedicated PM
QA
Quality assurance
Overview & Scope

Quality automation scope

Quantifiable language quality gates: automated scoring, terminology consistency scans, compliance pattern detection and TM health governance. Integrates with major TMS or CI/CD to block low-quality strings pre-release and objectify vendor management.

Key Capabilities

Quality scoring: MQM/custom rubric auto-scoring with human calibration.
Terminology checks: TB violations, do-not-translate, brand casing and variant detection.
Compliance detection: Medical claims, financial promises, privacy wording risk scans.
Memory management: TM leverage analysis, stale segment cleanup and merge strategy.

Quality automation scope

Rules engine plus human sampling—quality as trackable metrics.

Featured Case

Quality scoring

MQM/custom rubric auto-scoring with human calibration.

Automotive
Automotive Tier2 IATF 16949 Quality Documentation
Featured Case

Terminology checks

TB violations, do-not-translate, brand casing and variant detection.

Automotive
Automotive Tier2 IATF 16949 Quality Documentation
Featured Case

Compliance detection

Medical claims, financial promises, privacy wording risk scans.

Automotive
Automotive Tier2 IATF 16949 Quality Documentation
Featured Case

Memory management

TM leverage analysis, stale segment cleanup and merge strategy.

Automotive
Automotive Tier2 IATF 16949 Quality Documentation
Core Advantages

Why Linguist for Translation Quality Automation

Translation quality scoring, terminology consistency checks, compliance detection and translation memory management

Quality scoring

Quality scoring delivered with PM oversight and domain linguists.

🔒

Terminology checks

Terminology checks delivered with PM oversight and domain linguists.

📊

Compliance detection

Compliance detection delivered with PM oversight and domain linguists.

🌐

Memory management

Memory management delivered with PM oversight and domain linguists.

Translation Quality Automation
ISO 17100 Dual-Review QA 100% Native
⚙️ Supported Formats & Tooling

Typical deliverables

Rules engine plus human sampling—quality as trackable metrics.

QA rule pack and documentation Quality dashboard template Pilot comparison report Vendor score export scheme

Project Preparation

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

01

Quality model

MQM, LISA or client-specific deduction standards.

02

Term assets

TB/TM formats, update cadence and authoritative sources.

03

Integration points

TMS, Git PR, pre-CMS publish triggers.

04

Threshold policy

Block vs warn; error-type weights.

05

Sampling plan

Full auto-check plus human re-check rate and language coverage.

💡 Import 3–5 historical bad cases to calibrate rule sensitivity quickly.

Quality automation rollout

Rule design through monitoring with continuous tuning.

01
Stage 01

Baseline assessment

Sample past projects; quantify error-type distribution.

02
Stage 02

Rules & integration

Configure QA rules, APIs and report formats.

03
Stage 03

Pilot validation

Compare automated vs human findings on live work.

04
Stage 04

Production rollout

Embed in workflow; train vendors and internal PMs.

05
Stage 05

Ops optimization

Monthly false positive/negative review; update rules and terms.

Typical deliverables

  • QA rule pack and documentation
  • Quality dashboard template
  • Pilot comparison report
  • Vendor score export scheme

Scope notes

  • Third-party QA tool licenses client-funded or procured separately
  • Automation cannot replace statutory or domain final review
  • Highly creative copy may need relaxed rules
  • Custom NLP model training outside standard implementation
💻 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.

What are typical use cases for Translation Quality Automation?
Translation Quality Automation supports market entry, compliance, product launches and day-to-day business communication—with linguists and QA matched to your content.
How do we start a Translation Quality Automation project?
Share sample files, language pairs and deadlines. A project manager responds within 24 hours with scope, pricing and delivery plan.
How much does Translation 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 Translation Quality Automation project?

Submit your materials to receive a tailored assessment and quotation.

Get a quote