AI-enabled validation for regulated life sciences content

AI Translation Validation for Life Sciences

Validate AI-assisted, machine-translated, and human-translated life sciences content with intelligent quality checks, terminology controls, source-to-target review, and expert human validation.

Sesen helps clinical, regulatory, labeling, medical device, digital health, and commercial teams identify translation risks before multilingual content is approved, submitted, or published.

150+ languages ISO-certified workflows Human-reviewed validation

Validation Layer

From AI Output to Review-Ready Translation

Source-to-target validation

Review translated content against the source for completeness, meaning, terminology, numbers, and structure.

Regulated content checks

Support validation for clinical, regulatory, labeling, IFU, digital health, and commercial life sciences content.

AI-assisted checks remain under expert human review.

Source-to-target completeness
Terminology and glossary consistency
Numbers, units, dates, and formatting checks
Expert human review for regulated content

Validating Translation Quality in the Age of AI

AI translation can accelerate multilingual content workflows, but regulated life sciences content still requires careful validation before it can be trusted for clinical, regulatory, labeling, medical device, or commercial use.

AI Translation Still Needs Validation

Life sciences organizations are increasingly using AI-assisted translation, machine translation, translation memory, internal bilingual review, and multilingual content reuse to improve speed and efficiency. These approaches can be valuable, but they also create quality risks when translated content is not reviewed against the source, approved terminology, formatting requirements, and intended regulatory context.

Regulated Content Requires More Than Fluency

For regulated content, translation validation must go beyond fluency, readability, or automated spellcheck. Source meaning, terminology, numbers, units, dates, dosage information, table values, safety language, version changes, and document structure all need to be checked before multilingual content is approved, submitted, published, or shared with patients, investigators, regulators, healthcare providers, or global commercial teams.

Sesen Combines AI Checks With Human Review

Sesen provides AI-assisted translation validation workflows that help identify potential issues early, support expert human review, and prepare multilingual content for clinical, regulatory, labeling, medical device, digital health, and global commercial use. AI-enabled checks help flag risks faster, while qualified reviewers remain responsible for final validation decisions.

Validation focus areas

Source-to-target accuracy

Terminology and glossary consistency

Numbers, units, dates, and dosage information

Formatting, tables, structure, and version changes

Clinical, regulatory, labeling, and IFU content

Human review before approval, submission, or publication

What Sesen Validates in Multilingual Life Sciences Content

Sesen’s AI translation validation workflow reviews high-risk multilingual content across source meaning, terminology, numbers, formatting, regulatory language, reviewer changes, and final human approval. Each validation area helps life sciences teams reduce translation risk before content is submitted, published, or used globally.

01

Source-to-Target Completeness

Checks whether the translated content reflects the full source text without missing, duplicated, or improperly omitted content.

02

Terminology Consistency

Compares translations against approved glossaries, product terminology, medical terms, regulatory language, and client-specific style guides.

03

Numerical and Unit Accuracy

Reviews numbers, units, dates, dosages, percentages, measurements, visit schedules, table values, and other high-risk data points.

04

Formatting and Structural Integrity

Checks layout-sensitive elements such as headings, tables, bullets, numbering, symbols, superscripts, references, and document structure.

05

Acronym and Abbreviation Control

Reviews acronyms, abbreviations, and expanded terms for consistency across source and target language versions.

06

Version Change Validation

Supports comparison between previous and updated versions so changed content can be translated, reviewed, and validated with greater control.

07

Regulatory and Safety Language Alignment

Helps identify language that may require careful review for clinical, labeling, patient safety, or regulatory meaning.

08

Reviewer Comment Resolution

Supports structured review of comments, edits, and issue resolution before final delivery.

09

Final Human Validation

Keeps qualified linguists, reviewers, project managers, and quality teams in control of final approval.

Validation before use

Built to Catch Translation Risks Before They Move Downstream

Whether content is produced through AI translation, machine translation, human translation, translation memory reuse, or client-side review, Sesen helps validate multilingual life sciences content before it reaches patients, investigators, regulators, healthcare providers, reviewers, or global commercial audiences.

Built for Regulated Life Sciences Translation

Sesen’s AI translation validation services are designed for regulated life sciences content where generic translation QA is not enough. Clinical meaning, product terminology, safety language, formatting, review history, and intended use all matter.

Our validation approach connects AI-enabled quality checks with human review across the content types life sciences organizations rely on for research, submissions, product labeling, medical device use, digital health, and global commercialization.

Clinical Trial Content

Informed consent forms, patient diaries, recruitment materials, protocol summaries, clinical outcome assessments, site-facing documents, and participant-facing communications.

Clinical Trial Translation Services

Regulatory and Submission Content

Regulatory correspondence, submission support materials, agency communications, product dossiers, and health authority response content.

Regulatory Translation Services

Drug Labeling and Packaging

Prescribing information, patient labeling, package inserts, carton and container labeling, safety updates, and country-specific labeling adaptations.

Drug Labeling & Packaging Translation

Medical Device and IFU Content

Instructions for use, user manuals, device labeling, software instructions, safety notices, quick-start guides, and product documentation.

IFU Translation Services

Digital Health and Software Content

Clinical software, EHR content, eCOA platforms, patient apps, medical portals, device interfaces, and digital health workflows.

Clinical & Medical Software Localization

Commercial and Medical Affairs Content

Medical education, training content, market access materials, product communications, and global commercial content.

Life Sciences Marketing Translation

Life sciences focus

Validation Matched to the Content, Audience, and Risk Level

AI translation validation is most valuable when it reflects the specific content type, target audience, and downstream use. Sesen aligns validation workflows with the needs of clinical research teams, regulatory affairs groups, labeling teams, medical device manufacturers, digital health companies, and global medical affairs and commercial organizations.

AI-Assisted Validation, Human-Reviewed Results

Sesen uses AI-enabled validation to help detect translation risks, but final quality decisions remain under expert human review. This balanced approach allows life sciences teams to benefit from AI-driven speed and consistency while maintaining professional oversight for regulated content.

Our workflow combines AI-assisted checks, terminology management, translation memory, professional native medical linguists, project management, and final quality review. The result is a practical validation model for organizations that want to use AI responsibly without relying on unsupervised automation.

Balanced validation model

AI Speed With Human Judgment

AI helps identify risk areas faster across source-to-target translation, terminology, numbers, formatting, and structure.

Human reviewers evaluate meaning, context, medical accuracy, regulatory suitability, and final content readiness.

Client glossaries, style guides, product references, and approved terminology guide the validation process.

Translation memory supports consistency across recurring content, updates, product families, and global language programs.

Quality teams review, resolve, and document issues before translated content is delivered for regulated use.

Validation records can support audit-friendly review workflows when project requirements call for added documentation.

A Controlled Workflow for Translation Validation

Sesen follows a structured AI translation validation workflow that connects content intake, terminology setup, AI-assisted checks, expert linguistic review, issue resolution, and final delivery support. This gives life sciences teams a practical path for validating multilingual content before regulated use.

Enterprise validation workflow

From Source Files to Review-Ready Multilingual Content

The workflow is designed to support content that may originate from professional human translation, AI-assisted translation, machine translation, translation memory reuse, client-side translation, or updated multilingual files.

Each step helps create a more controlled validation process for clinical, regulatory, labeling, medical device, digital health, and commercial life sciences content.

01

Content Intake and Scope Review

Sesen reviews the source files, target languages, content type, regulatory context, references, and validation requirements.

02

Reference and Terminology Setup

Approved glossaries, style guides, translation memory, prior versions, labeling references, and client instructions are prepared for validation.

03

Translation or Content Review

Content may come from professional translation, AI-assisted translation, machine translation, client-side translation, or updated multilingual files.

04

AI-Assisted Validation Checks

The content is checked for completeness, terminology, numerical accuracy, formatting, structure, consistency, and high-risk language areas.

05

Expert Linguistic Review

Professional native medical linguists and reviewers assess flagged issues, confirm meaning, and review content in context.

06

Issue Resolution and Final QA

Comments, corrections, inconsistencies, formatting concerns, and reviewer questions are resolved before delivery.

07

Delivery and Validation Support

Final files are delivered with the appropriate level of review documentation, issue tracking, or quality records based on project requirements.

Where AI Translation Validation Adds Value

AI translation validation is especially valuable when multilingual content has already been generated, reused, edited, localized, or reviewed outside a controlled life sciences translation workflow.

Sesen helps teams identify translation risks, confirm source-to-target accuracy, and prepare multilingual content for clinical, regulatory, labeling, medical device, digital health, and commercial use.

01

Validating AI-Generated Translation

For companies using AI translation tools internally but needing expert review before content is used externally, submitted, published, or shared with regulated audiences.

02

Reviewing Machine-Translated Content

For teams that need machine translation output checked for accuracy, completeness, terminology, formatting, numerical consistency, and life sciences context.

03

Checking Affiliate or Local Market Translations

For global organizations that receive translated content from affiliates, distributors, local teams, regional reviewers, or in-country subject matter experts.

04

Validating Updated Labeling Content

For labeling updates where only changed content needs to be compared, translated, validated, and aligned across languages, markets, and approved references.

05

Reviewing Multilingual IFU Updates

For medical device teams updating IFUs, user manuals, safety information, device labeling, software instructions, or product documentation across multiple markets.

06

Supporting Clinical Trial Translation Review

For clinical trial teams validating patient-facing materials, informed consent forms, site documents, recruitment content, outcome measures, and study communications.

07

Preparing Content for Regulatory or Commercial Use

For teams that need multilingual content reviewed before submission, publication, product launch, market release, training, or global commercial deployment.

Practical validation support

Designed for Real-World Multilingual Content Risks

Whether content comes from an AI translation platform, machine translation engine, local affiliate, internal reviewer, prior approved version, or legacy translation memory, Sesen helps life sciences teams evaluate whether the multilingual content is accurate, complete, consistent, and ready for its intended use.

Technology-Enabled Human Translation Validation

Sesen’s validation approach combines AI-enabled analysis with the judgment of professional human reviewers. Technology helps identify risks, compare content, manage terminology, and support consistency, while expert linguists and life sciences reviewers make the final quality decisions.

AI-Assisted Checks

AI-enabled validation helps surface potential translation risks across source-to-target completeness, terminology consistency, numerical accuracy, formatting, document structure, version changes, and high-risk language areas.

Compare translated content against the source text

Check terminology against approved glossaries and references

Flag numbers, units, dates, dosages, and table values

Support consistency across repeated content and updates

Human Review

Professional native medical linguists and life sciences reviewers evaluate meaning, context, patient safety, regulatory terminology, product claims, dosage information, formatting, and local market expectations with the care regulated content requires.

Review clinical meaning, regulatory context, and final suitability

Assess patient-facing, investigator-facing, and market-facing language

Resolve flagged issues before delivery or approval

Keep qualified reviewers in control of final validation decisions

This technology-enabled human validation model helps life sciences organizations use AI responsibly while maintaining professional oversight for multilingual content that may affect patients, investigators, regulators, healthcare providers, and global product teams.

Why Choose Sesen for AI Translation Validation

Sesen combines life sciences specialization, AI-enabled validation technology, professional human review, terminology control, and ISO-certified quality processes to help organizations validate multilingual content with confidence.

Our approach is designed for clinical, regulatory, labeling, medical device, digital health, and commercial teams that need more than generic translation QA or unsupervised AI output.

Life Sciences Specialization

Sesen specializes exclusively in life sciences translation, supporting clinical, regulatory, labeling, medical device, digital health, and commercial content.

Professional Native Medical Linguists

Projects are supported by qualified linguists with medical, scientific, regulatory, and subject matter experience.

AI-Enabled Quality Controls

Sesen uses AI-assisted validation to help identify terminology, numerical, formatting, structural, and source-to-target consistency issues.

ISO-Certified Processes

Sesen supports translation quality through ISO-certified workflows, including ISO 17100, ISO 9001, and ISO 13485.

Terminology and Translation Memory Control

Approved terminology, translation memory, style guides, and reference materials are used to support consistency across languages and projects.

Human Review and Final QA

AI helps detect issues, but final review remains under qualified human oversight before multilingual content is delivered or approved.

Enterprise-Ready Workflows

Sesen supports multilingual programs that require project management, reviewer coordination, controlled delivery, and quality documentation.

Enterprise confidence

Validation Built for Regulated Multilingual Programs

From AI-generated translation review to labeling updates, IFU revisions, clinical trial materials, regulatory content, and global commercial communications, Sesen helps life sciences teams apply practical validation controls before multilingual content moves into regulated or market-facing use.

Related AI and Life Sciences Translation Solutions

AI translation validation is part of a broader multilingual content strategy for regulated life sciences organizations. Explore related Sesen solutions for AI-assisted translation, terminology governance, labeling lifecycle management, quality assurance, and specialized life sciences translation services.

Explore related capabilities

A Connected Approach to AI, Quality, and Life Sciences Translation

These related solutions help life sciences teams connect AI translation validation with terminology management, quality assurance, labeling workflows, clinical translation, regulatory communications, medical device documentation, and enterprise-grade translation governance.