Localisation IA et gestion de contenu multilingue

Quality scoring Services Professional delivery · Quality assured

Automated BLEU / MQM sampling combined with human scoring. Balance efficiency and quality with language-layer assurance for AI go-global and content automation.

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24h
Quote response
Dual
Review workflow
TM
Terminology reuse
PM
Dedicated oversight

Quality scoring: Business context & value

Within AI Localization programs, quality scoring often determines delivery quality and launch timing. Automated BLEU / MQM sampling combined with human scoring.

Linguist provides a single PM interface to your business, product and external stakeholders. We confirm purpose, markets, layout and confidentiality at kickoff, then assign linguists and QA gates to prevent rework and terminology drift.

  • Deliverables across OpenAI / Claude API, CSV / JSON bulk, Crowdin / Phrase and more
  • Linguists matched by industry and content type
  • Glossary and TM reuse for program consistency
  • Rush scheduling and phased delivery available
AI localization services

Typical business scenarios

Whether you are entering a new market or scaling an established program, quality scoring supports launches, channel expansion, regulatory filings and after-sales enablement. We align language strategy with business goals—not literal translation alone.

  • Overseas launches and synchronized channel assets
  • Regulatory, bid and client-facing formal deliverables
  • Training, support and knowledge-base maintenance
  • Terminology unity across teams and vendors
Quality scoring business scenarios

Delivery standards & quality assurance

We apply tiered QA: professional translation, second-linguist review and optional domain sampling. For quality scoring, we focus on terminology, numeric and ID consistency, readable layout and locale-appropriate expression.

  • Tiered quality: MTPE levels by content type; full human workflow for critical copy.
  • Data security: Private deployment and redaction guidance for enterprise compliance.
  • Fast pilot: Small-batch PoC before scale-up to reduce transformation risk.
  • Advisory: Localization architecture, vendor selection and workflow design.
AI localization services

Collaboration & project cadence

Your PM owns timeline, risk and change control, coordinating linguists, reviewers and DTP/engineering support. For recurring or serial needs we recommend glossary and TM reuse, with milestone-based handovers for internal and external release.

  • Current-state review: Map content types, toolchain, quality goals and automation boundaries.
  • Solution design: Define MTPE tiers, terminology governance and API/TMS integration.
  • Pilot run: Validate quality, efficiency and cost on a small batch.
  • Scale-up: Connect CI/CD and scoring for continuous pipeline optimization.
Quality scoring collaboration

Typical deliverables & formats

Depending on scope, we can deliver the following and integrate with your toolchain:

OpenAI / Claude API CSV / JSON bulk Crowdin / Phrase GitHub Actions CI RAG knowledge bases Support ticketing

Project workflow

From scope alignment through acceptance—clear quality gates and PM oversight.

  1. 01

    Current-state review

    Map content types, toolchain, quality goals and automation boundaries.

  2. 02

    Solution design

    Define MTPE tiers, terminology governance and API/TMS integration.

  3. 03

    Pilot run

    Validate quality, efficiency and cost on a small batch.

  4. 04

    Scale-up

    Connect CI/CD and scoring for continuous pipeline optimization.

Why Linguist for quality scoring

Tiered quality

MTPE levels by content type; full human workflow for critical copy.

Data security

Private deployment and redaction guidance for enterprise compliance.

Fast pilot

Small-batch PoC before scale-up to reduce transformation risk.

Advisory

Localization architecture, vendor selection and workflow design.

AI localization services

Pricing options

Rates depend on languages, volume, timeline and format. Send a sample—we respond within 24 hours with assessment and a formal quote.

Standard

Automated BLEU / MQM sampling combined with human scoring.

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  • Expert linguists
  • Quality review
  • Terminology control
  • Standard timeline

Rush

Automated BLEU / MQM sampling combined with human scoring.

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  • Priority scheduling
  • Dual review
  • Dedicated PM
  • Rush delivery

Enterprise

Automated BLEU / MQM sampling combined with human scoring.

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  • Dedicated glossary
  • TM reuse
  • Volume discount
  • Long-term partnership

FAQ

Questions fréquentes

Tarifs, délais, confidentialité et formats de fichiers—contactez-nous pour toute autre question.

What is included in Quality scoring?
Quality scoring is a specialized offering under Localisation IA et gestion de contenu multilingue. We assign linguists and QA by content type and keep terminology aligned with your wider program.
Combien coûte Quality scoring (Localisation IA et gestion de contenu multilingue) ?
Le tarif dépend du volume, des langues, du domaine, des délais et du format. Envoyez un échantillon—réponse sous 24 h.
Quels facteurs influencent le prix ?
Paires linguistiques, type de contenu, DTP, certification, glossaire, urgence et volume récurrent.
Quels sont les délais habituels ?
Environ 2 000–3 000 mots source par jour pour les documents ; livraisons par phases pour web/logiciel.
Projets urgents possibles ?
Oui, avec ressources supplémentaires et planification prioritaire. Indiquez votre échéance.
NDA et confidentialité ?
NDA standard ou client, transfert sécurisé et accès limité au besoin.

Ready to start your quality scoring project?

Automated BLEU / MQM sampling combined with human scoring.

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