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SesenGPT Hybrid AI + Human Translation System for Regulated Content

Accelerate clinical, regulatory, and labeling translation with a controlled workflow that combines AI efficiency with expert human validation.

Built for life sciences teams that need faster turnaround, stronger consistency, and compliance-ready multilingual content without sacrificing control.

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Used for clinical, regulatory, and labeling workflows Human validation built into every workflow

SESENGPT WORKFLOW PREVIEW

Controlled Hybrid Translation

LIVE QA LAYER

Hybrid Workflow

Translation memory reuse, AI-assisted drafting, and human validation working together in a controlled system.

TM REUSE

Applied First

AI ASSIST

New Content Only

HUMAN REVIEW

Validation Active

What Is SesenGPT and How It Works

SesenGPT is not a generic AI translation tool and not a traditional translation service.

It is a structured hybrid translation system designed for life sciences organizations managing clinical, regulatory, and labeling content across global markets. By combining approved translation reuse, selective AI assistance, expert human review, and built-in QA validation, SesenGPT helps teams move faster while maintaining consistency and compliance.

SesenGPT Workflow

Controlled Hybrid Translation System

Regulated Content Workflow
TM Reuse

Translation Memory

Applied First

Approved content is reused first.

AI Assist

AI-Assisted Translation

New Content Only

Applied only to new or updated content.

Human Review

Human Validation

Final Review

Expert review confirms final quality.

Why This Matters for Life Sciences Teams

Clinical trial translation, regulatory submission documents, and labeling content require more than simple language conversion. They demand consistency across versions, traceability for audits, and accuracy that supports patient safety.

Reduce turnaround time for clinical and regulatory content updates

Maintain consistency across studies, products, and global markets

Minimize rework through systematic reuse of approved translations

Identify and resolve quality issues earlier in the process

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SesenGPT provides a practical solution for these requirements by introducing structure and control into the translation workflow, enabling teams to move faster while maintaining consistency and compliance.

The result is a more efficient and reliable way to manage multilingual content in regulated environments, without shifting risk to uncontrolled automation.

What You Get

When you use SesenGPT, you are not simply outsourcing translation. You are operating through a structured hybrid translation system designed to support clinical, regulatory, and labeling content at scale.

Instead of managing fragmented workflows across vendors, tools, and internal teams, SesenGPT provides a consistent and controlled environment for processing multilingual content with greater efficiency and visibility.

Core Capabilities of the SesenGPT System

  • Hybrid translation workflow configured to your specific content types, including clinical trial documents, IFUs, and labeling materials
  • Automatic reuse of approved translations and terminology through integrated translation memory and glossary management
  • Intelligent handling of content updates and version changes, reducing the need to re-translate unchanged segments
  • Built-in QA validation to detect numeric inconsistencies, terminology deviations, and formatting issues before delivery
  • Side-by-side review and comparison to support faster validation, stakeholder alignment, and decision-making
  • Consistent workflows across studies, products, and global markets to maintain quality and regulatory alignment

Designed for Scalable, Repeatable Workflows

SesenGPT is particularly effective for teams managing ongoing translation needs across multiple regions, languages, and document versions. By introducing structure into the translation process, it enables more predictable outcomes and reduces operational friction.

With SesenGPT, life sciences organizations can:

  • Accelerate clinical trial translation workflows and multilingual study startup timelines
  • Maintain consistency across regulatory submissions and supporting documentation
  • Streamline labeling translation and lifecycle updates across global markets
  • Reduce manual effort through systematic reuse of approved content and terminology

The result is a more efficient, scalable, and controlled approach to multilingual content management for regulated environments.

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Designed for Real-World Content Workflows

SesenGPT is designed around how life sciences teams manage clinical, regulatory, and labeling content in practice, not how translation workflows are typically marketed.

Global content operations are rarely linear. Documents are updated frequently, reviewed by multiple stakeholders, and deployed across different countries with varying regulatory expectations. SesenGPT supports this reality by providing a structured system for handling ongoing, version-driven translation workflows.

With SesenGPT, your team can:

  • Upload and manage multilingual content across ongoing clinical trials, regulatory submissions, and labeling programs
  • Automatically reuse previously approved translations and terminology to maintain consistency across documents and versions
  • Process incremental updates without re-translating entire files, reducing turnaround time and operational overhead
  • Identify and resolve QA issues, including terminology inconsistencies and numeric discrepancies, before final delivery
  • Maintain alignment across countries, languages, and regulatory environments through controlled, repeatable workflows

SesenGPT is particularly valuable for organizations managing high volumes of content updates and multi-market distribution. Whether updating an informed consent form, revising an IFU, or rolling out labeling changes across regions, the system is designed to handle:

  • Version control across multiple document iterations
  • Consistent terminology application across languages and markets
  • Coordinated workflows across internal teams, CROs, and external stakeholders
  • Scalable support for multilingual clinical trial and regulatory content

By aligning with how content is actually created, updated, and approved, SesenGPT enables a more efficient and reliable approach to managing multilingual workflows in regulated environments.

Where SesenGPT Delivers Immediate Impact

SesenGPT is designed to support high-impact content areas where accuracy, consistency, and turnaround time directly affect regulatory timelines, product launches, and patient communication.

By introducing a structured hybrid translation system, SesenGPT helps life sciences teams manage complex, multilingual workflows more efficiently across key content types.

Accelerate clinical trial translation workflows for informed consent forms (ICFs), patient-facing materials, and study documentation.

SesenGPT supports faster updates and multilingual rollout while maintaining clarity, consistency, and alignment with protocol requirements. This is particularly valuable for ongoing studies where documents are frequently amended and require rapid re-distribution across multiple regions.

Improve efficiency for medical device IFU translation and related documentation by handling frequent updates and revisions without restarting translation workflows.

By leveraging translation memory and structured version control, SesenGPT reduces rework and maintains consistency across product versions, supporting regulatory compliance and global device distribution.

Support labeling translation and packaging content across the full product lifecycle, including updates driven by regulatory changes, market expansion, or safety revisions.

SesenGPT enables controlled terminology usage and consistent language across markets, helping teams manage multilingual labeling requirements more effectively.

Process regulatory submission documents and supporting materials with improved consistency, traceability, and quality control.

SesenGPT introduces structured workflows that help maintain alignment across documents, reduce inconsistencies, and support audit readiness for global regulatory submissions.

These use cases represent areas where translation is not a one-time task, but an ongoing operational requirement. SesenGPT is designed to support repeated updates, cross-functional collaboration, and multi-market deployment with a consistent and controlled approach.

The result is a more efficient and reliable way to manage multilingual content across clinical, regulatory, and commercial environments.

Inside the SesenGPT System

SesenGPT follows a structured hybrid translation workflow designed specifically for clinical, regulatory, and labeling content. Each step is built to improve efficiency, maintain consistency, and support compliance in regulated environments.

Unlike traditional translation processes, SesenGPT introduces a controlled system that combines automation, human expertise, and validation into a single, repeatable workflow.

Source files are securely ingested, segmented, and analyzed against existing translation memory and approved linguistic assets.

Previously validated translations are automatically identified and reused, ensuring consistency across documents, versions, and languages while reducing unnecessary translation effort.

AI-assisted translation is applied only to new or modified content that does not have existing approved matches.

This targeted approach improves efficiency while maintaining control, avoiding the risks associated with fully automated translation workflows. It also supports faster turnaround for document updates and iterative content changes.

All AI-assisted and newly translated content is reviewed by professional native medical linguists with subject-matter expertise.

This step ensures accuracy, clarity, and proper interpretation of clinical and regulatory terminology, while aligning content with the expectations of global health authorities and local markets.

SesenGPT includes a built-in quality assurance layer that automatically checks for critical issues before final delivery.

These validation checks include:

  • Numeric inconsistencies such as dosage, units, and dates
  • Terminology deviations from approved glossaries and translation memory
  • Formatting and structural issues that may impact readability or compliance

By identifying issues earlier in the workflow, teams can resolve them efficiently and reduce downstream risk.

Final deliverables are provided with full visibility into translation, review, and validation steps.

This includes traceability across segments, version changes, and QA actions, supporting internal quality standards as well as audit and regulatory requirements.

A Controlled, Repeatable System

By integrating translation memory reuse, selective AI application, expert human review, and automated QA validation into a single workflow, SesenGPT provides a scalable and reliable approach to managing multilingual content in regulated life sciences environments.

The result is a system that supports both operational efficiency and compliance without compromise.

Why Teams Use SesenGPT

Life sciences organizations adopt SesenGPT to improve how they manage multilingual clinical, regulatory, and labeling content across global programs. By introducing a structured hybrid translation system, teams can move faster, maintain consistency, and reduce risk without adding operational complexity.

Reduce turnaround time for clinical trial documents, regulatory submissions, and labeling updates by avoiding the need to re-translate unchanged content.

SesenGPT leverages translation memory and selective AI-assisted translation to process only new or modified segments, enabling faster updates for version-controlled documents such as informed consent forms (ICFs), IFUs, and regulatory materials.

Maintain consistent terminology and messaging across countries, languages, and document versions.

By reusing approved translations and enforcing glossary alignment, SesenGPT helps ensure that clinical and regulatory content remains consistent across global markets, supporting both internal quality standards and regulatory expectations.

Identify and resolve critical issues before final delivery through integrated QA validation.

SesenGPT automatically detects numeric inconsistencies, terminology deviations, and formatting issues, helping teams catch potential errors early and reduce the risk of downstream corrections or compliance concerns.

Support multi-country clinical trials, regulatory submissions, and product launches with a consistent and repeatable translation workflow.

SesenGPT enables life sciences teams to scale multilingual content operations across regions and languages without introducing additional coordination complexity, making it easier to manage large, ongoing translation programs.

Together, these capabilities provide a more efficient and controlled approach to managing multilingual content in regulated environments.

SesenGPT helps teams balance speed, quality, and compliance by combining automation, expert human review, and validation within a single system, supporting reliable outcomes across global life sciences workflows.

Start with a SesenGPT Pilot Program

The most effective way to evaluate SesenGPT is by applying it to your own clinical, regulatory, or labeling content.

Rather than relying on theoretical comparisons, the pilot program allows your team to see how a structured hybrid translation system performs in a real-world scenario using your existing workflows, documents, and requirements.

We configure the SesenGPT system around a clearly defined use case based on your content type and operational needs.

Common pilot scenarios include:

  • Clinical trial translation, including informed consent forms (ICFs) and patient-facing materials
  • IFU translation and medical device documentation updates
  • Drug labeling and packaging content changes across markets
  • Regulatory documentation and supporting submission materials

Each pilot is structured to reflect your actual content workflows, including version updates, terminology requirements, and multilingual deployment needs.

The pilot program provides a complete, working implementation of the SesenGPT hybrid translation system for your selected use case.

  • Hybrid workflow setup tailored to your content types and document structure
  • AI-assisted and human-reviewed translation execution within a controlled environment
  • Integrated QA validation with detailed issue identification and reporting
  • Side-by-side comparison with your current translation approach for objective evaluation

This allows your team to assess not only output quality, but also workflow efficiency, consistency, and overall process improvement.

By the end of the pilot, your team will have a clear understanding of how SesenGPT performs in your specific environment.

  • Measurable turnaround time improvements for content updates and revisions
  • Quality and consistency outcomes across languages, documents, and versions
  • Alignment with your internal workflows, systems, and stakeholder requirements

The SesenGPT pilot program is designed as a low-friction entry point for life sciences organizations exploring hybrid translation workflows.

It provides a structured, data-driven way to evaluate performance, reduce uncertainty, and determine how SesenGPT can support ongoing clinical, regulatory, and labeling translation needs at scale.

START YOUR PILOT START YOUR PILOT

Test SesenGPT using your own clinical, regulatory, or labeling content and evaluate real-world performance within your workflow.

A Practical Approach to AI in Life Sciences

SesenGPT is not positioned as a replacement for human translation, and it is not a generic AI translation solution.

It is a controlled hybrid translation system designed to improve how clinical, regulatory, and labeling content is produced, reviewed, and managed in regulated life sciences environments.

In practice, life sciences organizations require structured workflows, expert oversight, and traceability across all multilingual content. SesenGPT reflects these requirements by combining selective AI application with professional human review and integrated quality validation.

SesenGPT enhances translation processes by introducing efficiency without reducing control:

  • Reducing repetitive manual work through translation memory reuse and selective AI-assisted translation
  • Improving consistency across large clinical and regulatory programs by enforcing approved terminology and prior translations
  • Introducing QA validation earlier in the workflow to identify and resolve issues before final delivery
  • Supporting faster global content deployment across multiple languages, countries, and regulatory environments

Clinical trial translation, regulatory documentation, and labeling content require more than speed. They require accuracy, consistency, and compliance with strict regulatory expectations.

SesenGPT is designed to support these requirements by:

  • Maintaining human oversight for all final content
  • Providing structured workflows aligned with real-world regulatory processes
  • Enabling traceability across translation, review, and validation steps
  • Supporting scalable multilingual content operations without introducing uncontrolled automation

Aligning with How Life Sciences Organizations Operate

This approach reflects how regulated organizations manage content in practice, where translation is part of a broader process involving medical review, regulatory compliance, and cross-functional collaboration.

By integrating AI into a controlled, human-centered workflow, SesenGPT provides a practical and reliable way to improve multilingual content operations while maintaining the standards required in life sciences.

Ready to Improve Your Translation Workflow

If your team is managing clinical, regulatory, or labeling content across multiple markets, SesenGPT provides a structured way to move faster while maintaining control.

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