Manage global labeling translation with control, consistency, and traceability. Sesen’s Labeling Workspace helps life sciences teams translate, review, validate, and deliver submission-ready content across markets.
Labeling content sits at the center of regulatory compliance, product safety, and global market access. Yet many organizations still manage labeling translation through fragmented workflows spread across multiple teams, vendors, spreadsheets, emails, and disconnected systems.
As global labeling requirements continue to expand, maintaining consistency and control across markets becomes increasingly difficult. Regulatory teams must coordinate updates across multiple language versions while managing evolving terminology, regional requirements, and accelerated product timelines.
These challenges can increase operational risk, delay product timelines, and create inconsistencies across multilingual labeling programs.
Global labeling teams need structured systems that support controlled translation, validation, review, and lifecycle management within a centralized environment.
The Sesen Labeling Workspace is a centralized environment for managing the full lifecycle of labeling translation for regulated life sciences content, from multilingual translation and review to validation, approval, and ongoing updates.
Powered by SesenGPT, the workspace combines AI-assisted translation, professional medical linguist review, terminology control, and validation-driven workflows within a system built specifically for regulated environments.
Controlled AI workflows help accelerate labeling translation while supporting regulated life sciences content requirements.
Professional native medical linguists review, refine, and verify translated labeling content for clinical and regulatory use.
Built-in checks support terminology validation, numeric consistency, formatting integrity, and multilingual accuracy.
Approved glossaries, translation memory, and client terminology help maintain consistency across products and markets.
Structured review and approval processes give stakeholders clearer visibility from translation to final delivery.
Track revisions, updates, approvals, and content changes across global labeling lifecycle activities.
The workspace supports regulated labeling materials that must remain accurate, consistent, and traceable across markets, product updates, and submission workflows.
At the core of the Sesen Labeling Workspace is the Validation Hub, a structured review and verification environment designed to support the quality, consistency, and traceability of translated labeling content across global markets.
Regulated labeling requires more than translation accuracy alone. Teams must also manage terminology validation, numeric consistency, formatting integrity, version comparison, multilingual review, and approval traceability within a controlled workflow.
Validate translated labeling content against approved glossaries and reference terminology.
Compare dates, dosage values, measurements, product codes, and other critical numbers across languages.
Check layout, headings, tables, labels, and required formatting elements for multilingual files.
Track document changes, modified segments, and recurring updates across labeling versions.
Maintain review logs, stakeholder comments, and approval status for submission-ready deliverables.
The Sesen Labeling Workspace follows a structured workflow designed to support regulated life sciences environments. Each stage is built to improve visibility, maintain multilingual consistency, and support controlled review and validation across global labeling programs.
Unlike fragmented workflows that rely on disconnected files and manual coordination, the workspace centralizes translation, validation, review, and approval activities within a single environment.
Source labeling files, terminology assets, translation memory, and supporting materials are uploaded and organized within the workspace for multilingual processing.
Controlled AI-assisted workflows help accelerate translation while leveraging approved terminology and existing multilingual content assets.
Professional native medical linguists review translated content for terminology accuracy, regulatory appropriateness, readability, and market-specific requirements.
Automated validation checks support terminology verification, numeric consistency, formatting integrity, version comparison, and multilingual review.
Stakeholders review revisions, comments, validation status, and approval history through structured collaboration workflows.
Approved translations are delivered with version traceability, validation visibility, and supporting documentation for ongoing lifecycle management.
By centralizing translation, validation, review, approval, and audit visibility within one environment, the Sesen Labeling Workspace helps organizations improve consistency, reduce manual coordination, and maintain greater visibility and control across multilingual labeling programs.
The Sesen Labeling Workspace is built specifically for life sciences organizations managing complex multilingual labeling requirements across global markets. The platform is designed to support the structured workflows, review processes, and validation activities commonly required for regulated labeling content.
Unlike general translation workflows, regulated labeling programs require ongoing coordination between regulatory, labeling, localization, medical, and quality teams. Content must remain consistent across languages while supporting recurring updates, regional requirements, and evolving product information throughout the labeling lifecycle.
The workspace supports a wide range of regulated labeling activities, including:
The structured workflow aligns with how labeling content is created, reviewed, validated, approved, and maintained within real-world regulatory environments. Centralized workflows and validation-driven review processes help teams improve visibility, maintain multilingual consistency, and manage ongoing labeling updates more efficiently.
By combining AI-assisted translation, expert human review, terminology management, and validation capabilities within a controlled environment, the Sesen Labeling Workspace helps organizations support global labeling operations while maintaining oversight, traceability, and quality across markets.
Many traditional translation workflows depend on disconnected emails, spreadsheets, file transfers, and manual coordination across teams and vendors. Standalone AI translation tools can move quickly, but often lack the control required for regulated labeling content.
The Sesen Labeling Workspace combines AI-assisted translation, expert human review, terminology management, validation workflows, and traceability within a centralized environment designed for life sciences labeling operations.
Fragmented processes with limited visibility
Controlled system for regulated content
Life sciences organizations choose Sesen for labeling translation because of its specialized industry focus, structured workflows, and experience supporting regulated multilingual content across global markets.
Unlike general translation providers, Sesen focuses exclusively on life sciences translation and localization. This dedicated focus allows our teams to better support the terminology, regulatory expectations, review processes, and quality requirements associated with pharmaceutical, biotechnology, medical device, CRO, and healthcare content.
Key reasons life sciences teams work with Sesen include:
Sesen supports translation programs across 150 languages, helping organizations manage multilingual labeling operations at global scale while maintaining consistency, visibility, and control across markets.
Our workflows are designed to support the operational realities of regulated labeling environments, where translation accuracy alone is not enough. Teams also require structured validation, terminology consistency, version traceability, and coordinated multilingual review processes across recurring product updates and regulatory submissions.
By combining life sciences expertise, AI-assisted translation technologies, professional human review, and validation-driven workflows, Sesen helps organizations streamline multilingual labeling operations while maintaining oversight for submission-ready content.
The Sesen Labeling Workspace is powered by SesenGPT, Sesen’s hybrid translation system developed specifically for regulated life sciences content.
SesenGPT combines AI-assisted translation, professional human review, terminology management, translation memory integration, and validation-driven workflows within a controlled environment designed for multilingual regulatory content.
SesenGPT helps organizations improve translation scalability while maintaining the control required for submission-ready labeling content.
AI-assisted translation workflows designed for regulated multilingual content environments.
Integration with approved terminology assets and translation memory systems.
Automated QA checks and multilingual consistency validation across labeling workflows.
Professional medical linguist oversight integrated throughout the workflow lifecycle.
Support for recurring labeling updates and multilingual programs across global markets.
The system is designed to support the operational and regulatory realities of global life sciences organizations, where multilingual content must remain accurate, consistent, traceable, and aligned across markets.
Adopting a structured labeling translation workflow does not require a full system overhaul.
Sesen offers pilot programs to help teams evaluate the Labeling Workspace using real-world content.
