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AI Infrastructure for Regulated Multilingual Content

AI Workflow Orchestration for Life Sciences

Coordinate clinical, regulatory, labeling, safety, and digital health content workflows with AI-assisted routing, terminology control, validation checkpoints, and expert human review.

Sesen connects SesenGPT workflows, terminology intelligence, translation memory reuse, validation-driven QA, and professional native medical linguist review into a controlled operating model for regulated multilingual content.

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EXPLORE SESENGPT
01

Route

Classify content by document type, risk level, language needs, and workflow requirements.

02

Control

Apply approved terminology, style rules, translation memory, and client-specific language assets.

03

Validate

Coordinate professional human review and structured QA checks before delivery.

Orchestration Model

One Controlled Workflow Layer

Connect intake, routing, translation, review, validation, approval, and delivery across multilingual life sciences content operations.

Human-in-the-Loop

Professional native medical linguist review.

Validation QA

Checks for numbers, terms, formatting, and consistency.

Regulated Content

Designed for clinical, regulatory, labeling, and safety workflows.

Why Orchestration Matters

From Translation Tasks to Controlled Multilingual Operations

Life sciences organizations manage multilingual content across many teams, document types, markets, and regulatory requirements. A clinical protocol amendment, drug labeling update, IFU revision, safety report, patient-facing consent form, or digital health interface should not all move through the same translation process.

Each content type has different levels of regulatory sensitivity, terminology requirements, review expectations, formatting needs, and approval steps. Sesen helps life sciences teams coordinate multilingual content as a controlled operational workflow, not a one-size-fits-all translation task.

Sesen’s AI workflow orchestration connects AI-assisted routing with terminology governance, translation memory reuse, validation-driven QA, and professional native medical linguist review so regulated content moves through the right checkpoints with greater consistency, visibility, and control.

Core Concept

What Is AI Workflow Orchestration?

AI workflow orchestration is the coordinated management of multilingual content workflows using AI-assisted routing, structured automation, terminology governance, validation checkpoints, and expert human review.

A Controlled Operating Model

For life sciences organizations, AI workflow orchestration means using AI not simply to accelerate individual tasks, but to help guide regulated content through the right translation, review, QA, approval, and delivery process.

Unlike basic machine translation or general project management automation, it focuses on how multilingual content moves through a controlled operational environment.

Designed for Regulated Content

Clinical trial materials, regulatory submissions, drug labeling, medical device documentation, pharmacovigilance content, and patient-facing communications often require different levels of review, terminology control, validation, and traceability.

Sesen’s orchestration approach helps align these requirements within a structured multilingual workflow, while keeping professional native life sciences linguists central to the final quality process.

Not Simply

  • Machine translation
  • Basic project management
  • Task automation
  • Generic AI output

Instead

  • Content classification
  • Workflow routing
  • Terminology governance
  • Human review coordination
  • Validation-driven QA
  • Delivery and review visibility

What Orchestration Coordinates

The Workflow Controls Behind Regulated Multilingual Content

Content Classification

Classify content by document type, language requirements, market needs, and regulatory sensitivity.

Workflow Routing

Route content to the appropriate human translation, hybrid translation, MTPE, linguistic review, validation, or QA workflow.

Terminology Alignment

Apply approved terminology, translation memory, product language, and client-specific style requirements.

Human Expert Review

Coordinate professional native life sciences linguists, medical translators, reviewers, and subject matter specialists.

Validation-Driven QA

Run structured checks for terminology, numbers, formatting, omissions, consistency, and document integrity.

Workflow Visibility

Maintain visibility across delivery status, content updates, review cycles, and multilingual version history.

Workflow Model

How Sesen Orchestrates Multilingual Life Sciences Workflows

Sesen’s AI workflow orchestration model helps life sciences organizations move multilingual content through a structured process from intake to delivery. Rather than treating every document as the same type of translation request, Sesen helps define the right workflow based on content type, regulatory sensitivity, language requirements, terminology needs, review expectations, and delivery goals.

This coordinated approach brings together AI-assisted classification, workflow routing, terminology governance, translation memory reuse, professional native medical linguist review, validation-driven QA, approval support, and delivery traceability.

Lifecycle Line

From Intake to Delivery & Audit Trail

Controlled multilingual flow
1 Content Intake
2 AI Classification
3 Workflow Routing
4 Terminology Alignment
5 Translation & Review
6 Validation QA
7 Approval
8 Delivery & Audit Trail
01
01

Content Intake & Classification

Sesen helps organize multilingual requests by document type, language, content sensitivity, market requirements, and workflow needs. Clinical trial documents, regulatory submissions, drug labeling, IFUs, safety content, and patient-facing materials can be classified early so each request follows the right operational path.

This step helps establish the foundation for quality, timing, and review expectations, including whether the content requires human translation, hybrid translation, linguistic review, MTPE, validation QA, formatting support, or recurring update management.

02
02

AI-Assisted Workflow Routing

After intake and classification, content can be routed to the appropriate workflow based on project requirements. Sesen supports different workflow paths for human translation, hybrid translation, linguistic review, MTPE, validation QA, labeling update support, and multilingual content review.

This routing process helps avoid the risks of applying one generic process to all content. A patient consent form, software string file, medical device IFU, labeling update, or safety narrative may each require different review levels, terminology controls, and QA checkpoints.

03
03

Terminology & Translation Memory Alignment

Approved terminology, product language, prior translations, and client-specific style requirements are applied before and during translation. Sesen helps align multilingual content with client glossaries, translation memories, product naming conventions, regulatory terminology, and approved language from previous projects.

This is especially important for recurring content updates and regulated life sciences documentation, where consistency across markets, product lines, study documents, and submission materials can directly affect quality and review efficiency.

04
04

Translation & Expert Human Review

Professional native medical linguists, reviewers, and subject matter specialists review regulated content for accuracy, readability, and context. Depending on the content type, the workflow may include translation, editing, proofreading, MTPE, bilingual review, in-country review support, or specialist review.

Sesen keeps expert human review central to regulated multilingual quality. AI can support routing, reuse, QA, and operational efficiency, but clinical, regulatory, labeling, safety, and patient-facing content still requires qualified linguistic judgment and life sciences domain expertise.

05
05

Validation-Driven QA

Structured QA checks help identify issues involving terminology, numbers, formatting, omissions, inconsistencies, and document integrity. These checks support the human review process by helping catch errors common in multilingual life sciences content, including dosage values, dates, units of measure, product names, references, tables, and formatting-sensitive content.

Validation-driven QA gives teams another layer of control before delivery and helps support consistency across high-volume multilingual programs, recurring updates, and multi-market content releases.

06
06

Approval, Delivery & Traceability

Completed content is prepared for delivery with version control, review visibility, and support for recurring updates. Sesen can help manage final delivery packages, formatting requirements, reviewer comments, update cycles, and multilingual version history.

For regulated life sciences teams, this final stage is more than file delivery. It supports operational traceability across approvals, revisions, content updates, and future reuse, helping organizations maintain better visibility across multilingual content lifecycles.

This coordinated model helps regulated multilingual content move through the right workflow with the right controls, review steps, and quality checks.

Life Sciences Use Cases

AI-Orchestrated Workflows Across Life Sciences Content

Life sciences organizations manage many types of multilingual content, each with different regulatory expectations, terminology requirements, review steps, and delivery formats. Sesen’s AI workflow orchestration model helps route each content type through the right process, combining AI-assisted classification, terminology governance, translation memory reuse, professional native medical linguist review, and validation-driven QA.

By coordinating workflows across clinical, regulatory, labeling, medical device, safety, and digital health content, Sesen helps global life sciences teams improve consistency, visibility, and control across multilingual operations.

Clinical Trial Translation Workflows

Clinical trial translation workflows often involve high-volume, time-sensitive content across sponsors, CROs, sites, ethics committees, and patient populations.

Content Supported

ICFs, protocols, patient-facing materials, site documents, study updates, recruitment content, investigator materials, and global trial documentation.

Sesen helps classify study content, route patient-facing materials for appropriate human review, apply approved study terminology, reuse prior translations where applicable, and support validation-driven QA before delivery.

Regulatory Content Workflows

Regulatory translation workflows require precise terminology, structured review, and strong version control across global and market-specific requirements.

Content Supported

Submission documents, regulatory responses, agency correspondence, labeling updates, market-specific regulatory content, product information, and supporting documentation.

Through AI-assisted routing, terminology alignment, translation memory reuse, and expert human review, Sesen helps regulatory teams manage multilingual content with the right level of control.

Drug Labeling Lifecycle Workflows

Drug labeling content often changes over time as products move through approval, launch, post-approval updates, safety revisions, and market-specific labeling cycles.

Content Supported

Prescribing information, packaging, inserts, CCDS updates, patient leaflets, local market label changes, and multilingual review cycles.

Sesen’s workflow model supports terminology consistency, approved language reuse, structured review, and validation QA across labeling assets.

Medical Device Documentation Workflows

Medical device documentation requires clear, accurate, and consistent multilingual communication across technical, regulatory, and user-facing materials.

Content Supported

IFUs, user manuals, software strings, labeling, product documentation, packaging content, training materials, and post-market updates.

These workflows can include content classification, terminology alignment, human translation, and formatting-sensitive QA for market-specific documentation.

Pharmacovigilance and Safety Workflows

Pharmacovigilance and safety content often requires rapid handling, careful terminology control, and strong accuracy across languages.

Content Supported

Adverse event reports, DSURs, safety narratives, risk communications, signal-related content, and patient safety materials.

AI workflow orchestration helps route safety content through review, applying approved terminology and running validation QA checks for critical safety data.

Digital Health and eClinical Workflows

Digital health content combines software localization, clinical terminology, patient communication, and regulated documentation.

Content Supported

eCOA, EHR content, patient portals, mobile health apps, eClinical platforms, and digital patient engagement materials.

Sesen’s model coordinates UI string translation, in-context review, and human review for clearer multilingual experiences across clinical software.

One Workflow Model. Many Regulated Content Paths.

Across these use cases, AI workflow orchestration helps life sciences teams avoid treating all multilingual content the same way.

Sesen brings together AI-assisted coordination, terminology governance, and professional native medical linguist review to support operations across the life sciences lifecycle.

Human-in-the-Loop Governance

Human-in-the-Loop AI for Regulated Content

Sesen does not use AI as a replacement for professional life sciences translation. For regulated multilingual content, expert human judgment remains essential to accuracy, context, readability, and compliance-sensitive communication.

Sesen’s approach uses AI to support the workflow around translation, including routing, pre-processing, terminology consistency, content reuse, validation checks, and review coordination, while professional native medical linguists remain central to regulated content quality.

AI Supports the Workflow. Human Experts Remain Responsible for Quality.

This human-in-the-loop model helps life sciences organizations gain the benefits of speed, consistency, and operational efficiency without giving up the control required for regulated multilingual content.

Governance Promise

  • AI helps coordinate routing, reuse, and validation.
  • Professional native medical linguists review regulated multilingual content.
  • Client requirements guide workflow controls and review steps.

Governance Safeguards

Controls for Regulated Multilingual Workflows

01

AI-Assisted Routing and Pre-Processing

AI can support the early stages of multilingual content management by helping classify documents, identify content type, detect language requirements, compare source versions, and prepare files for the appropriate workflow.

02

Human Translation and Expert Review

Professional native medical linguists, translators, editors, reviewers, and subject matter specialists remain central to Sesen’s regulated content workflows, including human translation, editing, proofreading, MTPE, bilingual review, and specialist review.

03

Terminology and Style Guide Control

Approved terminology, product names, study language, regulatory expressions, and client-specific style requirements are applied through glossaries, terminology databases, translation memory, style guides, and approved language reuse.

04

QA Checks Before Delivery

Validation-driven QA supports the human review process by checking terminology, numbers, dates, units of measure, formatting, omissions, inconsistencies, and document integrity before delivery.

05

Escalation for High-Risk Content

Higher-risk content, such as informed consent forms, drug labeling, safety narratives, medical device IFUs, regulatory responses, or patient-facing communications, may require additional review, specialist input, or client-defined escalation steps.

06

Workflows Aligned With Client Requirements

Sesen can align multilingual review workflows with client requirements, including preferred terminology, internal reviewer feedback, country-specific review cycles, version updates, and approval processes.

A Controlled AI Approach for Life Sciences Translation

Sesen’s human-in-the-loop governance model is designed to make AI useful without making AI the final authority. AI supports workflow intelligence, terminology consistency, content reuse, and validation checks, while professional life sciences linguists provide the expert review needed for regulated multilingual communication.

Enterprise Benefits

Built for Scalable, Controlled Multilingual Operations

Global life sciences organizations need multilingual content workflows that can scale across teams, markets, languages, and regulated content types without losing control. Sesen’s AI workflow orchestration model helps clinical, regulatory, labeling, medical device, safety, and digital health teams manage multilingual operations with greater visibility, consistency, and review discipline.

By combining AI-assisted workflow coordination with terminology governance, translation memory reuse, validation-driven QA, and professional native medical linguist review, Sesen helps organizations move beyond fragmented translation requests toward a more structured multilingual operating model.

The result is a practical business framework for coordinating global content programs, recurring updates, multilingual review cycles, and regulated language quality across the life sciences lifecycle.

Operational Value

Visibility

Clearer status across multilingual workstreams.

Consistency

Approved terminology and reusable language assets.

Control

Human oversight and QA before delivery.

Business Outcomes

Operational benefits for enterprise multilingual content programs.

Greater Visibility Across Multilingual Workstreams

Track multilingual projects, content updates, review cycles, and delivery status across teams, markets, regions, product lines, studies, and regulatory content types.

More Consistent Terminology Across Markets and Content Types

Apply approved terminology, product language, study-specific terms, regulatory expressions, and client style requirements across multilingual workflows.

Faster Intake, Routing, and Workflow Setup

Move content into the right workflow more efficiently through AI-assisted classification, workflow selection, language planning, and routing.

Reduced Manual Coordination Between Teams

Coordinate routing, terminology alignment, review expectations, QA steps, and delivery preparation within a more organized multilingual process.

Better Reuse of Approved Translations and Terminology

Identify opportunities to reuse approved language, translation memory, prior translations, and client-specific language assets while maintaining appropriate human review.

Stronger QA Sequencing Before Delivery

Support human review with validation-driven QA checks for terminology, numbers, dates, units of measure, formatting, omissions, inconsistencies, and document integrity.

Improved Support for Recurring Updates and Lifecycle Content

Manage protocol amendments, labeling updates, IFU revisions, safety communications, software string changes, reviewer feedback, and multilingual version history across the content lifecycle.

Human Oversight for Regulated Language Quality

Keep professional native medical linguists and qualified reviewers central to the process for accuracy, readability, context, and life sciences domain requirements.

Sesen helps global life sciences teams scale multilingual operations while maintaining the control, review discipline, and quality oversight required for regulated content.

Sesen AI Ecosystem

Connected to the Sesen AI Infrastructure

AI Workflow Orchestration serves as the system-level layer that connects Sesen’s AI-enabled life sciences translation capabilities into a coordinated multilingual operating model.

Instead of treating AI tools, terminology resources, validation checks, and human review steps as separate functions, Sesen brings them together into structured workflows for regulated multilingual content.

System-Level Coordination Layer

AI Workflow Orchestration

The coordination layer for regulated multilingual content operations, connecting AI-assisted translation, terminology governance, validation QA, labeling workflows, regulatory automation, and human expert review.

Foundation

Core AI Translation Infrastructure

SesenGPT

Hybrid translation system for regulated life sciences content, combining AI-assisted translation, translation memory reuse, terminology controls, QA checks, and professional native medical linguist review.

Hybrid Translation Workflows

AI-assisted translation, translation memory leverage, MTPE where appropriate, and expert human review for teams balancing speed, consistency, cost efficiency, and regulated content quality.

AI Validation & QA

Multilingual quality control for identifying terminology issues, numeric inconsistencies, formatting problems, omissions, and other quality risks before delivery.

Terminology Intelligence

Management of approved terms, product language, study-specific terminology, regulatory expressions, and client style requirements across multilingual workflows.

Operations

Regulated Content Operations

Labeling Workspace

Multilingual labeling operations for organizing labeling assets, languages, lifecycle updates, translation, review, delivery, and audit history.

Regulatory Content Automation

Workflow support for submission documents, agency responses, correspondence, labeling updates, and market-specific regulatory content with review controls and delivery visibility.

Clinical Trial AI Workflows

Multilingual workflows for ICFs, protocols, patient-facing materials, site documents, recruitment content, and study updates across global studies.

Specialized

Specialized Life Sciences Workflows

Pharmacovigilance AI Support

Multilingual safety content workflows for adverse event reports, DSURs, safety narratives, risk communications, and safety update materials with human oversight.

Digital Health AI Localization

Multilingual workflows for eCOA, EHR content, patient portals, mobile health apps, clinical software, training content, and digital patient engagement materials.

Together, these capabilities form a connected AI infrastructure for regulated multilingual life sciences content. AI Workflow Orchestration helps determine which capabilities are needed, how content should be routed, where terminology and QA controls should be applied, and when professional human review is required.

Implementation Model

Flexible Workflows for Different Content Types

Different life sciences content types require different levels of automation, review, validation, and control. A patient-facing informed consent form, regulatory response, drug labeling update, safety narrative, IFU revision, software string file, and internal training module should not all follow the same multilingual workflow.

Sesen’s AI workflow orchestration model supports flexible multilingual workflows based on client requirements, document sensitivity, language volume, market needs, and regulatory expectations. Instead of forcing every project into one standardized process, Sesen helps determine the right workflow for the content type and business objective.

Workflow Intensity

Configured by Content Risk and Review Need

More regulated or patient-facing content can receive deeper human review, additional QA checks, and client-defined approval steps.

Lower Risk

Recurring or Reference Content

Internal training, recurring updates, reference materials, approved content updates, and content types suitable for efficient reuse.

Moderate Risk

Operational Content

Software strings, product documentation, digital health content, marketing support content, and multilingual operational materials.

Higher Risk

Regulated or Patient-Facing Content

ICFs, labeling, IFUs, safety narratives, regulatory responses, patient-facing materials, and compliance-sensitive communications.

Workflow Options

Choose the Right Multilingual Workflow

Workflow Type

Best Used For

How Sesen Supports It

Workflow Type

Human Translation + Editing + Proofreading

Best Used For

Highly regulated, patient-facing, or compliance-sensitive materials where expert linguistic judgment is essential.

How Sesen Supports It

Full human translation, editing, proofreading, QA, and delivery support for clinical trial documents, ICFs, drug labeling, regulatory content, medical device documentation, and related materials.

Workflow Type

Hybrid Translation With Professional Medical Linguist Review

Best Used For

Content where speed, consistency, terminology control, and human oversight all matter.

How Sesen Supports It

AI-assisted translation, translation memory reuse, terminology controls, professional native medical linguist review, and validation-driven QA before delivery.

Workflow Type

MTPE for Approved Content Types

Best Used For

Pre-approved content profiles where machine translation output can be responsibly post-edited.

How Sesen Supports It

Workflow review, terminology and style alignment, professional post-editing, QA checks, and delivery preparation based on client-approved requirements.

Workflow Type

AI-Assisted QA and Terminology Validation

Best Used For

A support layer across human, hybrid, and linguistic review workflows.

How Sesen Supports It

Checks for terminology consistency, numbers, dates, units of measure, formatting, omissions, document integrity, and other multilingual quality risks.

Workflow Type

Linguistic Review of Client-Generated or AI-Generated Content

Best Used For

Internally translated or AI-generated drafts that require professional review before external use or submission.

How Sesen Supports It

Review for accuracy, terminology, readability, formatting, market readiness, and suitability for the intended life sciences audience.

Workflow Type

Labeling Update Translation and Review

Best Used For

Recurring drug labeling, packaging, IFU, and product documentation updates across markets and languages.

How Sesen Supports It

Change tracking, translation, terminology alignment, review, validation QA, delivery history, and recurring labeling lifecycle support.

Workflow Type

Recurring Global Content Update Workflows

Best Used For

Ongoing multilingual programs across clinical, regulatory, labeling, safety, digital health, and product documentation lifecycles.

How Sesen Supports It

Version management, translation memory leverage, terminology reuse, reviewer feedback, delivery status, and support for future updates across global content operations.

Speed Where Possible. Control Where Required. Human Oversight Where Quality Matters Most.

This flexible approach helps global life sciences teams scale multilingual operations without applying the same process to every document, supporting the practical balance enterprise teams need across regulated content lifecycles.

Talk With Team Sesen

Coordinate AI-Assisted Multilingual Workflows for Regulated Life Sciences Content

Discuss how Sesen can help orchestrate multilingual workflows for clinical, regulatory, labeling, safety, medical device, and digital health content through AI-assisted routing, terminology governance, validation-driven QA, and professional native medical linguist review.

CONTACT SALES GET A QUOTE

Workflow Discussion Topics

  • AI-assisted routing for clinical, regulatory, labeling, safety, and digital health content
  • Terminology governance, translation memory reuse, and approved language control
  • Validation-driven QA for numbers, terminology, formatting, and consistency
  • Human-in-the-loop workflows with professional native medical linguist review
  • Scalable workflows for recurring updates and regulated content lifecycles

Built for regulated multilingual operations

Sesen helps global life sciences teams coordinate the right workflow, review steps, quality controls, and human expertise for each content type.