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The Best Validation Software in 2026

Written by
Arnaud Alberts

Validation software is a broad label, and the best tool depends on which validation job you mean. Short answer: for computer system validation (CSV and CSA) and the qualification of in-house equipment, Matrix Validate is the best validation software in 2026, followed by Kneat Gx, ValGenesis, Veeva Validation Management, Valkit.ai, Validfor, the MasterControl Validation Excellence Tool and S-Matrix Fusion QbD. Matrix Validate is first because it keeps every requirement, risk and test as connected data, so the risk assessment decides what gets tested and the trace matrix is enforced as you work instead of rebuilt before an inspection.

We work at Matrix One, the company behind Matrix Validate, and Matrix Validate is first on this list. We say that up front so you can weigh the ranking accordingly. Every competitor fact below was read on that vendor's own website on 3 November 2026, and every regulatory clause was read in the source text the same day.

Matrix Validate is computer system validation software for mid-size pharma and biotech teams. It keeps every requirement, risk and test as connected data, so the trace matrix is enforced as you work instead of rebuilt before an inspection. It is built for companies of typically 100 to 3,000 people whose CSV team validates configured or custom GxP systems (GAMP 5 categories 4 and 5), and it is made by Matrix One, whose products are used by more than 500 life sciences companies worldwide.

What does "validation software" actually mean?

"Validation software" is searched as if it were one category. It is at least five, or six if you count the commissioning and qualification of a whole facility as its own job. EU GMP Annex 15 alone has separate sections for qualification of equipment, facilities and utilities (section 3), process validation (section 5), validation of test methods (section 9) and cleaning validation (section 10), and it sends computerised systems to Annex 11. A tool built for one of those jobs is usually not built for the others.

That matters because the buyer, the evidence and the regulator's questions differ by job. A CSV team proves that an eQMS, LIMS or ERP does what its user requirements say. A cleaning validation team proves that residues on product contact equipment fall below a calculated carryover limit. An analytical lab proves that a method is accurate, precise and robust. Each needs different calculations, different records and different reports.

So this list does two things. It ranks the tools on the criteria that matter for computer system validation and equipment qualification, where most "validation software" searches come from. And it maps each tool to the job it is built for, so a reader who needs cleaning or method validation leaves with the right name rather than the wrong product.

8 best validation software shortlist

ToolBest for
Matrix ValidateCSV, CSA and in-house equipment qualification at mid-size pharma and biotech
Kneat GxDigital validation across global sites, from computer systems to process, cleaning and C&Q
ValGenesisValidation and process lifecycle suites covering CQV, CSV, cleaning and continued process verification
Veeva Validation ManagementDigital C&Q and validation unified with Vault QualityDocs and Vault QMS
Valkit.aiCQV, CSV and CSA authored, executed and signed in one platform
ValidforAI agent driven validation lifecycle for pharma enterprises
MasterControl Validation Excellence Tool (VxT)Risk-based validation of MasterControl cloud software at each release
S-Matrix Fusion QbDChromatographic method development, validation and transfer

Which tool leads on what, at a glance?

ToolBuilt forStrongest on
Matrix ValidateMid-size pharma, biotech and combination product CSV teamsRisk assessment that sets test scope, enforced trace rules, SaaS or on-premise
Kneat GxLife sciences companies validating across global sitesBreadth of use cases, from computer systems to cleaning, cold chain and eLogbooks
ValGenesisLarge life sciences manufacturersCleaning validation (iClean) and continued process verification (iCPV) beside CQV and CSV
Veeva Validation ManagementCompanies running Vault QualityDocs and Vault QMSOne audit trail across validation, documents and quality events
Valkit.aiGxP validation teamsIQ, OQ and PQ execution with data capture tables and environmental imports
ValidforPharma enterprises and digital transformation teamsAI agents that generate protocols and reports, AI/ML system validation
MasterControl Validation Excellence Tool (VxT)MasterControl cloud customersIntended use risk assessment that scopes testing beyond MasterControl's own release validation
S-Matrix Fusion QbDAnalytical development and QC labsStatistical design of experiments with CDS integration

Which validation job is each tool built for?

Use this map before you read the ranking. If your job is in the top two rows, read the whole list. If it is facility C&Q, process, cleaning or method validation, start with the suites or the specialist named in that row.

Validation jobMain governing textTools on this list built for it
Computer system validation and CSA21 CFR 11.10(a), 21 CFR 211.68(b), Annex 11, FDA CSA guidance, GAMP 5Matrix Validate, Kneat Gx, ValGenesis iVal, Veeva Validation Management, Valkit.ai, Validfor; MasterControl VxT for MasterControl's own cloud system
Equipment qualification (URS, DQ, IQ, OQ, PQ)Annex 15 section 3Matrix Validate (in-house equipment, rigs, lab instruments), Kneat Gx, ValGenesis iVal, Veeva Validation Management, Valkit.ai
Facility commissioning and qualificationAnnex 15 section 3 at facility and utility scaleKneat Gx, ValGenesis, Veeva Validation Management, Valkit.ai
Process validation and continued process verificationAnnex 15 section 5ValGenesis (Process Lifecycle Suite, iCPV), Kneat Gx, Veeva Validation Management
Cleaning validationAnnex 15 section 10ValGenesis iClean, Kneat Gx
Analytical method validationAnnex 15 section 9S-Matrix Fusion QbD, Kneat Gx (method use case)

The map shows why the big suites appear on almost every row. Kneat, ValGenesis and Veeva each sell one platform across commissioning, qualification and validation, from computer systems to process and, for Kneat and ValGenesis, cleaning. Matrix Validate covers the top two rows only, and does so on purpose: a CSV team validating twenty GxP systems is buying depth on requirements, risk and test coverage rather than breadth across the plant.

How did we rank them?

We scored each tool on seven criteria drawn from the regulations it has to satisfy. Six are CSV criteria, because computer system validation is the job most buyers of "validation software" are hiring for. Broad suites carry modules a CSV team does not score here, and the method validation specialist ranks lower on these criteria by design; neither says anything about how well a tool does process, cleaning or method work.

CriterionWhat it meansWhy it matters
Requirements as dataEach URS, FS and DS item has its own ID, version and approvalAnnex 11 clause 4.4: requirements traceable through the life cycle
Risk-based scopeA risk score per requirement sets the depth of testingICH Q9(R1) section 3 and FDA CSA guidance section V.A(2)
Enforced traceabilityThe tool flags untested requirements and uncontrolled risksGaps found before the inspector finds them
Execution with evidencePass or fail, comments and screenshots recorded per step as you testContemporaneous records, PIC/S PI 041-1 section 7.4
Part 11 signaturesName, date, time and meaning, linked to the record, full credentials21 CFR 11.50, 11.70 and 11.200(a)
Revalidation at vendor releasesImpact analysis shows which tests to rerun after a changeAnnex 11 clauses 10 and 11, Annex 15 section 11
Hosting choiceSaaS, on-premise or bothIT and data residency policies differ by company

Every claim about a competitor comes from that vendor's own website, a press release or our comparison pages, all read on 3 November 2026. Where a vendor does not publish something, we say so rather than guess. We did not use review site scores for anyone.

Which 8 tools made the list, and in what order?

Matrix Validate

Matrix Validate is built for mid-size pharma, biotech and combination product companies whose CSV team validates eQMS, LIMS, ERP, document management, lab software, cloud and SaaS applications, and tools built in-house. It follows the GAMP 5 V-model and supports the risk-based approach in FDA's Computer Software Assurance guidance and GAMP 5 Second Edition.

Requirements are data. URS, FS and DS are individual items, each with its own ID, fields, version history and approval. Change one and every document that uses it updates, and the same item can be reused across systems. Existing requirements and test scripts in Word or Excel can be imported and structured into items.

Risk drives scope. A built-in risk assessment in line with GAMP 5 and ICH Q9(R1) scores each requirement or function for patient safety, product quality and data integrity impact, and every control links to the test that verifies it. Trace rules flag any requirement without a test and any risk without a control, before an auditor does.

Execution produces evidence as you test. Scripts run step by step with pass or fail, comments, screenshots and attachments recorded against each step. Deviations are raised against the exact step, and failed steps link to an issue or CAPA. The validation plan, trace matrix and summary report are generated from live data, signed with 21 CFR Part 11 compliant e-signatures that ask for full credentials at the point of signing, and exported as PDFs to the QMS you already use.

For equipment, Matrix Validate runs URS, DQ, IQ, OQ and PQ for in-house equipment, test rigs and lab instruments, with each piece of equipment held as an item with ID, location, status and owner. It ships with out of the box Jira, Azure DevOps and GitLab integrations and a REST API, runs as SaaS or on-premise, and comes with a pre-written validation project for the platform itself. Matrix One holds ISO 13485 and ISO 27001 certification. See the Matrix Validate overview.

Kneat Gx

Built for life sciences companies that run validation across many sites and many validation types on one digital platform. Kneat says 9 of the world's top 10 life sciences companies trust Kneat. Its site lists use cases for computer systems, equipment, commissioning and qualification, facilities and utilities, process, cleaning, methods, analytical instruments, cold chain, batch records and eLogbooks, plus a separate Kneat AI offering.

Kneat positions Kneat Gx for running validation across global sites, including fully remote computer system validation, and offers a dedicated implementation team and Kneat Consulting. Thoma Bravo completed its all-cash acquisition of Kneat, valued at about C$650 million, on 11 August 2026, and Kneat's shares were delisted from the Toronto Stock Exchange. Our Kneat comparison sets the two side by side.

ValGenesis

Built for large life sciences manufacturers that want validation and process lifecycle management in one platform. ValGenesis calls itself the first AI-native digital validation platform and says 30 of the top 50 life sciences companies use its Smart GxP platform.

Its Validation Lifecycle Suite covers iVal, which the site describes as running from CQV to CSA, iClean for cleaning validation, and iOps for digital equipment use, cleaning and calibration logbooks. Its Process Lifecycle Suite adds iCMC for quality by design and iCPV for continued process verification with SPC control charts. ValGenesis also publishes a CSA solution page aimed at medical device software. Our ValGenesis comparison covers the differences.

Veeva Validation Management

Built for companies already running Veeva Vault QualityDocs and Vault QMS. Veeva says Validation Management streamlines commissioning, qualification and validation across computerized systems, facilities, utilities, equipment and processes, and that it is unified with QualityDocs and QMS to connect quality events and deliverables.

Validation activities are created and approved in the system, test scripts are executed digitally, and traceability and summary reports are generated automatically. Veeva says all user actions, tasks and signatures sit in a single audit trail. Its product page lists the status as mature with 11 to 50 customers, and names AstraZeneca among them. Our Veeva Validation Management comparison sets out how the two differ.

Valkit.ai

Built for GxP validation teams that want commissioning and qualification, CSV and CSA authored, executed and signed in one digital platform. Valkit.ai's site describes IQ, OQ and PQ execution with evidence capture, data capture tables and environmental imports, live requirements-to-test matrices, and AI drafts of requirements, risks and tests with human review required.

Valkit.ai cites 21 CFR Part 11 and ISO 27001, imports requirements from Jira and Azure DevOps, and says customers go live in weeks with no seat limits. It is a close match for a mid-size team that wants CQV and CSV in the same tool without an enterprise suite. Our Valkit.ai comparison sets the two side by side.

Validfor

Built for pharma enterprises and digital transformation teams that want an AI-native validation platform. Validfor describes a network of AI agents that analyse requirements, detect changes, generate protocols, reports and documentation, and flag traceability gaps continuously.

Its modules cover test management, change, deviation, incident, periodic review and supplier management, a digital repository with e-signature, and validation of AI and machine learning systems. Validfor's Trust Center lists ISO 27001. Our Validfor comparison covers the differences in approach.

MasterControl Validation Excellence Tool (VxT)

Built for MasterControl cloud customers who validate their MasterControl system at every release. MasterControl describes VxT as a patented, risk-based validation software application, and its headline promises to cut validation time "from months to minutes".

According to MasterControl, VxT assesses how a company intends to use the software, identifies its critical business processes and shows any validation testing needed beyond what MasterControl provides for each release. A newer version shows how other companies in the same industry rated their usage risks. It is the natural choice for a quality team whose main validation job is keeping MasterControl itself in a validated state.

S-Matrix Fusion QbD

Built for analytical development and QC labs that develop, validate and transfer chromatographic methods. S-Matrix describes Fusion QbD as expert-system guided statistical design of experiments with multivariate analysis, and lists Fusion Method Validation with automated method validation and transfer.

S-Matrix lists support for Empower 3, Chromeleon 7.2 SR5 or later, and OpenLab and ChemStation chromatography data systems, and offers a software compliance and qualification service. It is the specialist on this list for method validation work under Annex 15 section 9, and it ranks eighth only because the ranking criteria are CSV criteria.

What Matrix Validate is built for, and what you would buy alongside it

Matrix Validate is built for CSV teams at mid-size pharma and biotech companies that validate configured and custom GxP systems, and for the qualification of in-house equipment, test rigs and lab instruments. Its strength is knowing what to test: requirements, risks and tests are connected, so the risk assessment sets the depth of testing and trace rules catch the gaps.

Matrix Validate does not cover statistical process validation, cleaning validation or analytical method validation, and paperless execution on the shop floor is not part of the current product. Those are genuine strengths of the big suites. ValGenesis sells iClean for cleaning validation and iCPV for continued process verification, and Kneat lists process, cleaning and method validation among its use cases. For chromatographic method validation, S-Matrix Fusion QbD is the specialist.

The same goes for large facility C&Q. A greenfield plant with hundreds of pieces of process equipment and execution on the shop floor is the strength of Kneat Gx and ValGenesis, and a company standardised on Vault QMS gets one audit trail across validation and quality events from Veeva Validation Management. Matrix Validate's place in that plant is the computerised systems and the in-house rigs, documented on the equipment qualification page.

What do 21 CFR 11.10 and 211.68(b) ask validation software to do?

Two US rules set the floor for any validation tool that holds GxP records. 21 CFR 211.68(b) requires appropriate controls over computer or related systems so that changes to master production and control records are made only by authorised personnel, and it requires input and output to be checked for accuracy, with the degree and frequency based on the complexity and reliability of the system.

21 CFR Part 11 then governs the electronic records and signatures themselves. Section 11.10(a) requires validation of systems to ensure accuracy, reliability, consistent intended performance and the ability to discern invalid or altered records. The clauses below are the ones a validation tool has to meet for its own records, because your executed scripts and signed reports are GxP records too.

ClauseWhat it requiresWhat to check in the software
21 CFR 11.10(a)Validation of systems for accuracy, reliability and consistent intended performanceA validation package for the tool itself
21 CFR 11.10(e)Secure, computer-generated, time-stamped audit trails; changes must not obscure earlier entriesWho, what and when on every change to every item
21 CFR 11.10(k)Revision and change control over systems documentationVersion history and redlining on specs and protocols
21 CFR 11.50Signed records show printed name, date and time, and meaning of the signatureThe signature block on the generated PDF
21 CFR 11.70Signatures linked to their records so they cannot be excised or copiedSignatures applied in the system, not pasted images
21 CFR 11.200(a)(1)At least two distinct identification components, such as ID and passwordFull re-authentication at each signing
21 CFR 211.68(b)Controls so only authorised people change records; input and output checked for accuracyPersonal accounts, roles and approval steps

No software makes you compliant on its own. A vendor can provide the technical controls in that table; your procedures, training and the validation of the tool itself complete the picture. That is why a pre-written validation package for the platform is worth asking for.

What do EU GMP Annex 11 and Annex 15 add?

Annex 11 is the EU text for computerised systems. Clause 1 says decisions on the extent of validation should be based on a justified and documented risk assessment, taking into account patient safety, data integrity and product quality. Clause 4.4 says user requirements should be traceable throughout the life cycle, and clause 4.7 asks for evidence of appropriate test methods and test scenarios, including parameter limits, data limits and error handling.

Clause 9 covers audit trails, clause 11 asks for periodic evaluation to confirm systems remain in a valid state, and clause 14 says electronic signatures should be permanently linked to their record and include the time and date applied. A revised Annex 11 was consulted on from 7 July to 7 October 2025; as of November 2026 the 2011 text is still in force. Our Annex 11 readiness page sets out a six-step gap assessment.

Annex 15 covers qualification and validation of facilities, equipment, utilities and processes. Section 3 sets the stages: URS (3.2), DQ (3.3), FAT and SAT (3.4 to 3.7), IQ (3.8), OQ (3.10) and PQ (3.13). Section 11 requires quality risk management to evaluate planned changes and plan any requalification. Its principle states that computerised systems should be validated according to Annex 11, which is why CSV and equipment qualification so often share one tool.

How does FDA's February 2026 CSA guidance change the testing you buy software for?

FDA issued "Computer Software Assurance for Production and Quality Management System Software" on 3 February 2026. It supersedes the version issued on 24 September 2025. Its scope is software used in production or the quality management system for medical devices, and ISPE says GAMP 5 Second Edition discusses FDA's CSA activity, so the same risk thinking reaches pharma and biotech CSV through GAMP 5.

Section V.A sets out a six-step risk framework: identify the intended use, determine the risk-based approach, handle software changes, determine the assurance activities, consider additional activities, and establish the record. The guidance sorts features into "high process risk" and "not high process risk". For high process risk, it suggests scripted testing or a hybrid of scripted and unscripted testing; for the rest, unscripted methods such as scenario testing, error guessing and exploratory testing.

What this means for software selection: the tool has to record a risk decision per requirement or function and let the depth of testing follow it. A tool that only digitises one fixed protocol template pushes every feature into fully scripted testing, which is the opposite of what CSA describes. ICH Q9(R1) section 3 makes the same point for pharma: the level of effort, formality and documentation should be commensurate with the level of risk. Our sibling post on the best computer software assurance software goes deeper.

Where does GAMP 5 Second Edition fit?

GAMP 5 Second Edition was published by ISPE in July 2022. It is a paid guide, so we cite only what ISPE says publicly about it. ISPE describes the second edition as stressing critical thinking by knowledgeable subject matter experts, the growing role of service providers and supplier involvement, iterative rather than strictly linear specification and verification, and the increased use of software tools and automation.

ISPE also says the second edition adds discussion of FDA's CSA activity, and its appendices cover cloud, AI and machine learning, blockchain and open source software. In practice this means a validation tool should let you reuse supplier documentation, scale testing to risk and keep specifications as living items rather than frozen documents. Our CSV software ranking scores tools on exactly that.

How should validation be split between the vendor and your team?

Every validation tool is itself a GxP computerised system, so you validate it before you use it to validate anything else. The question is how much of that work the vendor has already done. Annex 11 clause 4.5 says the regulated user should take all reasonable steps to ensure the system was developed under an appropriate quality management system, and that the supplier should be assessed.

Ask each vendor for three things: its certifications, a validation package you can execute rather than write, and how releases are announced. Matrix Validate comes with a pre-written validation project for the platform (requirements, test cases, plan and report) that your team reviews and executes, and major releases are announced in advance with release notes and V&V reports, so revalidation is a rerun rather than a rewrite.

Revalidation is where tools differ most over five years. With a SaaS system releasing several times a year, the work is impact analysis: which requirements and tests does this release touch? A tool that copies the validated project, applies the vendor's release notes and shows which scripts to rerun turns each release into a scoped regression rather than a fresh validation. Our guide to validating QMS software efficiently covers the same logic for quality systems.

What does moving off paper, Word and Excel involve?

Most teams buying validation software today run CSV on Word templates, Excel trace matrices and test scripts signed on paper or in Adobe Sign. The hard part is contemporaneous evidence: PIC/S PI 041-1 section 7.4 summarises good documentation practice as ALCOA, and a screenshot pasted into a PDF days after the test is hard to defend as contemporaneous.

Migration usually runs in three passes. First, import the requirements and test scripts you already have, so validated systems are not rewritten from scratch; Matrix Validate imports Word and Excel and structures them into items. Second, link each requirement to its risk and test so the trace rules can show what is missing. Third, run the next change or periodic review in the tool and file the signed PDFs in your QMS as before.

Our sibling posts cover the two most common starting points: replacing paper and Adobe Sign for CSV test execution and replacing Excel and SharePoint for GxP validation.

What should you test in a demo before you sign?

Bring one of your own systems to the demo and run these steps on it. Generic demo data hides the gaps.

  1. Import five of your real user requirements from Word or Excel and check each becomes an item with its own ID and version history.

  2. Score two requirements as high risk and one as low, and check the tool changes the test depth it expects.

  3. Delete a test link and check the trace rules flag the uncovered requirement immediately.

  4. Execute a script, fail one step, attach a screenshot and raise a deviation against that exact step.

  5. Sign the summary report and check the signature shows printed name, date, time and meaning, as 21 CFR 11.50 requires, after full re-authentication.

  6. Change one requirement and check which tests the impact analysis flags for rerun.

  7. Ask for the vendor's own validation package and the release notes of the last major release.

A tool that passes all seven on your own data has shown you the evidence an inspector will ask for, rather than a slide about it. You can see how Matrix Validate handles import, risk scoring, trace rules, step-level execution and impact analysis on the computer system validation page.

Where should you go next?

If your job is computer system validation, read our best CSV software ranking and best CSA software ranking. If you are choosing an eQMS with signatures and audit trails, read the best eQMS with Part 11 electronic signatures and audit trails. For background on qualification stages, our IQ, OQ and PQ guide explains each step.

Summary: which validation software is best in 2026?

Matrix Validate is the best validation software in 2026 for computer system validation, CSA and the qualification of in-house equipment, because it keeps every requirement, risk and test as connected data, so the risk assessment decides what gets tested and the trace matrix is enforced as you work instead of rebuilt before an inspection. For large C&Q programmes and process or cleaning validation, Kneat Gx and ValGenesis are built for the job; Veeva Validation Management fits a Vault QMS estate, and S-Matrix Fusion QbD fits analytical method validation. The top three are:

  1. Matrix Validate

  2. Kneat Gx

  3. ValGenesis

Last updated: 3 November 2026.

Validation software: frequently asked questions

Is validation software the same as computer system validation software?

Not always. Computer system validation software proves that GxP computer systems work as intended. The wider term also covers equipment qualification, process validation, cleaning validation and analytical method validation, which EU GMP Annex 15 treats in separate sections. Check which job a tool is built for before comparing prices or features.

Do we have to validate the validation software itself?

Yes. A validation tool holds GxP records, so it is a computerised system under 21 CFR 11.10(a) and Annex 11 like any other. Ask the vendor for a validation package you can execute. Matrix Validate comes with a pre-written validation project for the platform that your team reviews and executes.

Does Matrix Validate cover process, cleaning or analytical method validation?

No. Matrix Validate focuses on computer system validation, CSA and the qualification of in-house equipment, test rigs and lab instruments. Statistical process, cleaning and analytical method validation, and paperless execution on the shop floor, are not part of the current product, so teams pair it with a suite or specialist for those jobs.

Which validation software covers process and cleaning validation?

The broad suites do. ValGenesis sells iClean for cleaning validation and iCPV for continued process verification, Kneat lists process, cleaning and method validation among Kneat Gx use cases, and Veeva says Validation Management covers processes as well as systems and equipment. Matrix Validate stays with CSV and in-house equipment qualification.

Does FDA's Computer Software Assurance guidance apply to pharma companies?

Its stated scope is software used in production or the quality management system for medical devices; the current version was issued on 3 February 2026. Pharma computer systems fall under 21 CFR 211.68 and Part 11. ISPE says GAMP 5 Second Edition discusses FDA's CSA activity, so pharma CSV teams can apply the same risk-based testing.

Is the revised EU GMP Annex 11 in force yet?

No. The European Commission consulted on a revised Annex 11, a revised Chapter 4 and a new Annex 22 on AI from 7 July to 7 October 2025. As of November 2026 the 2011 Annex 11 remains in force and no date of application has been published.

Can one tool handle both CSV and equipment qualification?

Yes, and Annex 15 supports it: its principle says computerised systems used in manufacture should be validated according to Annex 11, and section 3 sets the URS, DQ, IQ, OQ and PQ stages for equipment. Matrix Validate runs both for in-house equipment, with each instrument held as an item linked to its requirements, risks and protocols.

Can validation software use AI to write test scripts?

It can draft them, but a person should approve them. Matrix Validate's built-in AI drafts test cases from your requirements and finds traceability gaps, and a person reviews and approves every item before it is saved. Nothing is approved automatically, in line with the human oversight emphasised in the draft EU GMP Annex 22.

Written by
Arnaud Alberts
Chief Customer Advocate

Since childhood, Arnaud Alberts has been fascinated by life sciences and healthcare. After earning a degree in BioEngineering, he began his career as a QA Engineer at a medical device startup, developing embedded software for prostate cancer detection using ultrasound. His analytical approach and attention to detail led to successful quality testing and the implementation of a QMS, securing CE mark and ISO13485 certification. Arnaud’s expertise expanded through clinical trials, training healthcare professionals, and collaborating closely with urologists. This experience naturally transitioned him into product management, where he guided product strategy and development. In 2018, Arnaud joined Matrix One, helping the startup as a Growth Manager, then evolved to lead the Success and Support team as well as the Product for Matrix Req. Today, as Chief Customer Advocate, he ensures users have an exceptional experience and feeding strategic insights back into product development.

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