<?php
return ['messages'=>['0924ff823f45a2796751bbd3f8ef21cc'=>'<p>Support from MBDA (fundraising) and Airbus Développement (partner)</p>','0dd46ef792f97e38df8d988b419c7762'=>'<h3>Participation in<br/>Standardization <br/>Process<br/>(ISO / IEC)</h3>
<p>Arnault IOUALALEN, founder of AICET, is a globally recognized expert involved in international standardization work.</p>','1312f845abfdb8a41dc813cd5043d0f7'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Arnault-Ioulalan.webp','141b0c13ea36b4c88e97d54f0c01a3f3'=>'<h2><strong>Recognition & commitments</strong></h2>','14b3d825b2c585a971946c31156758ca'=>'Regular scientific reviews combined with field feedback from large partner organizations.','159f812d92c80684d53855121b00d3a1'=>'<h3>AFNOR</h3>
<p>Active member of standardization committees</p>
<p><a href="https://www.afnor.org/" target="_blank" rel="noopener" title="Go to the AFNOR website"><img src="https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Afnor-Groupe-300x139.webp" width="106" height="49" alt="Afnor Group Logo" class="wp-image-352 alignnone size-medium"></a></p>','160cff931d211e35f167ffe3d9115bef'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/logo-saimple-RVB.png','1a06009ece485795c2dcc1bf983b1589'=>'<h3>2026</h3>
<p>Renewed support from 574 Invest, the SNCF Group\'s investment fund</p>','1aa8fb212e54a8ef5678a79100dcfcd1'=>'From Saimple to AICET','1aba10db0a7a274e4b61c939d0228074'=>'Expertise Rooted in French Trustworthy','1b9ea66d728e421bf59b09ddcaa7ede6'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-La-Banque-Postale.webp','1c25abda457d012ca3cdc1e592a1e0c4'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-DGA.webp','24a2760bb1118f7e50d95b632350a2e3'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/trame-hero-2.webp','262b7db37de6524f16c5f641270fe19d'=>'<h4>Challenge</h4>
<p>Gradually integrate AI algorithms into operational equipment while guaranteeing integrity, safety, and explainability — non-negotiable requirements in a national sovereignty context.</p>
<h4>Approach</h4>
<p>Development of <strong>supervision and algorithmic control tools</strong> based on formal methods. Initial defence-classified programs on missile reliability, then extension to embedded AI systems (MBDA partnership since 2020). </p>
<h4>Result</h4>
<p>Numalis recognized as a <strong>strategic technology asset</strong> by the Ministry of Defence, multi-year industrial partnership with MBDA, equity support from the <strong>Definvest</strong> fund (BPI France) and <strong>MBDA directly</strong>.</p>','28f0f7257b36481ef16ecfe8842e3555'=>'<p>University of Montpellier</p>','2ae324778da2accddfa8acf29b2e16a2'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/certification.svg','2e13c077286688f3936bf672b2fbf48f'=>'Arnault Ioualalen','2f6521e9ab5031841d07eaf45b090536'=>'<h3>+75% of PhD researchers in R&D</h3>','2ffe14e7d4971b1ba5cd363ed04b02fd'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/H.06.webp','302cdc87e4ded117f168490a52d77d2c'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Bouygues.webp','337765f5ee8e7d4ce6cb9d93802bdda7'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/06/image-_Notre-rigueur-methodologique.webp','37cf1d96677a812d0b1bc31be2334e6a'=>'<p>Publication of the AFNOR Spec 2401</p>','3b8158a40dbcb5a0d8b2ef7b974ee578'=>'SNCF Group','3ceebe277907e48414a27f5264499065'=>'Saimple','4770d4631d29c0ede3939687a0ae89d5'=>'<p><strong>Structure</strong> Your<br/>AI Governance</p>','4f054fcb1e2c715162aa6cdf54ecc675'=>'Safran','4ffa383fb42e8a6e7d5a500d8d87db47'=>'AI Deeptech','51af40885fe907164dbcbdd4267876d2'=>'<h2>Our Methodological <strong>Rigor</strong></h2>','531bce3ba9e4aa8b13b15e0e80802ea1'=>'<h3>€5M funding round<br/>(November 2023)</h3>
<p>Definvest (Ministry of Defence / BPI France), La Banque Postale, MBDA, Safran Corporate Ventures</p>','564de0fbd404a3e3cd99eca7b6f17257'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Team-Numalis.webp','592e8eff905d6bfe50bd8c3ca0d20769'=>'<p>Arnault becomes an Expert and ISO standard editor</p>','6182c3896ec453484134616ff8237699'=>'Continuous validation','624a42f6dae54c4c013cbbc5e42b5e6a'=>'<h3>574 Invest</h3>','6653c844602400d4af7218bd6c56f177'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/icons8-poignee-de-main-100.png','67145e999e34b5e1e44769d718e35080'=>'<h3>Saimple</h3>
<p>Proprietary software for formal analysis of AI models</p>','674623a6ffcdb35101f567a68c3100ec'=>'<h3>Key partners</h3>
<p>SNCF (7 years), DGA, MBDA (since 2019), Safran, La Banque Postale, BPI France</p>','67e618680cdc26350e0b192263fcc0fc'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/06/De-Saimple-a-AICET.webp','6971f897c3cf34b96d0c06fd8f9fdf4c'=>'<p>Commercialisation of Saimple</p>','6a48ea7b436f88f0b3e43303583b7c3a'=>'<h2>Our conviction</h2>','6b0c27615a795c6dfffea9d2a0123878'=>'<p>2026 participation from the SNCF Group\'s investment fund</p>','6bdfaf39f8b28fe23aadff1e5843a53e'=>'<p>Measuring AI skills is an act of scientific engineering, not a communication exercise. Designed and operated by a deeptech company recognized for the reliability of critical AI: AICET is a standard, not just a barometer. </p>','6c605ed48faebb70875e4a25da424624'=>'<h2>Numalis Milestones</h2>','70dba920d001113de424827f307ddb1f'=>'MBDA logo','722d8e46a3a2be5b8ea94d0e3dcf11a7'=>'Bouygues logo','72dcd755e134df468ce694564837135b'=>'A method in direct alignment with the AFNOR (SPEC 2401), ISO/IEC (including standard 24029), and IEC frameworks.','747f98a445748e16ae1374f281f143a5'=>'Advanced psychometrics','75962208192f0fb84e6d5e96bbbd9eb4'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-MBDA.webp','769f2601f9cc9012f625770a5f1ce7d1'=>'Defence','780f642274e708c7f9aa81e1d91bba97'=>'<p>Numalis\'s experience in validating critical AI has been built alongside major players in regulated sectors. <strong>Three illustrations.</strong></p>','79f44eee54582a66ff9261e22472fac1'=>'<p>Support from SNCF after 8 years of collaboration</p>','7a029f32a77b9de7a402ede11f8d1b40'=>'<p>Lead editor of the ISO/IEC 24029 standard (AI robustness)</p>','80a441d1d0b04390fa3ad21d85cd23a1'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-BPI-France.webp','80af4f7c66a5168245bba3cbb4c366b6'=>'Team Numalis','821fa96fc9797316d98bfd8fbb5b4123'=>'<h3>France 2030<br/>/ France Relance programs</h3>','8aa3b81fa06d7f050628d7c4fb3193dc'=>'<h2>From Saimple to AICET: <strong>one conviction, two objects</strong></h2>','90a2f5baefc9a4c7017246e97b81b42e'=>'<h4>Challenge</h4>
<p>Validate the reliability of AI vision algorithms for the dashboard displays of the European ERTMS signaling system, in a domain where safety is an absolute requirement. The deep learning ‘black box’ effect renders traditional certification methods inoperable. </p>
<h4>Approach</h4>
<p>Application of <strong>Saimple</strong> software (formal methods) to mathematically explore the model’s space of possibilities; injection of perturbations (blur, pixel modifications, watermarks) to detect invisible vulnerabilities.</p>
<h4>Result</h4>
<p><strong>Automation of ERTMS DMI screen certification</strong>, major time savings in the validation phase, <strong>7-year operational partnership</strong>, equity participation from <strong>574 Invest</strong> (SNCF Group fund) in 2026. Numalis becomes a building block of the global AI railway certification standard. </p>','9847026156ba2be6abc69d7fe1ebc760'=>'<h3>€5M fundraising round (2023)</h3>','9a548c00c2c5ed019485317b2bbfdf37'=>'University of Montpellier logo','9a8c095c5f5a00ad312d4fdaec33f797'=>'<p><strong>Fundraising :</strong> Definvest (Bpifrance), 115K (La Banque Postale), MBDA and Safran Corporate Ventures</p>','9be217922434065b2fd0dd0feb57f33b'=>'BPI France logo','9c2946886a3707e2fde444d319059934'=>'<p>Born out of scientific research, Numalis specialises in the explainability and robustness validation of AI using formal methods. This branch of theoretical computer science leverages mathematical logic to prove the validity of the information produced by an AI. </p>','9da175085cd1777b420496e2bd81a0fd'=>'<p>Arnault IOUALALEN\'s thesis, supervised by Matthieu MARTEL</p>','9e31977c389518afd28e14cafcbcdc09'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/normalisation.svg','9f39f73ff8a81543d2913cc2488cd399'=>'<h2>Numalis: a French deeptech company<br/><strong>specializing in trustworthy AI</strong></h2>','<h2><strong>Reconnaissances &amp; engagements</strong></h2>'=>'<h2><strong>Recognition & commitments</strong></h2>','<h2>AICET est conçu et opéré par Numalis, deeptech française reconnue pour son expertise dans la fiabilité des intelligences artificielles à hauts risques. Une rigueur scientifique transférée à la mesure des compétences IA, pour donner aux grands comptes un repère opposable.</h2>'=>'<h2>AICET is designed and operated by Numalis, a French deeptech company recognized for its expertise in the reliability of high-risk artificial intelligence. Scientific rigor transferred to AI skills measurement, to provide large organizations with an enforceable benchmark. </h2>','<h2>De Saimple à AICET : <strong>une même conviction</strong></h2>'=>'<h2>From Saimple to AICET: <strong>one conviction, two objects</strong></h2>','<h2>Du score à la <strong>stratégie IA</strong></h2>'=>'<h2>From scoring to <strong>AI Strategy</strong></h2>','<h2>Engagements <strong>normatifs</strong></h2>'=>'<h2><strong>Standards</strong> Commitments</h2>','<h2>Notre <strong>rigueur</strong> méthodologique</h2>'=>'<h2>Our Methodological <strong>Rigor</strong></h2>','<h2>Notre conviction</h2>'=>'<h2>Our conviction</h2>','<h2>Numalis : une deeptech française <br /><strong>experte de l\'IA de confiance</strong></h2>'=>'<h2>Numalis: a French deeptech company<br/><strong>specializing in trustworthy AI</strong></h2>','<h2>Repères <strong>Numalis</strong></h2>'=>'<h2>Numalis Milestones</h2>','<h2>Réalisations Numalis — <strong>trois cas phares</strong></h2>'=>'<h2>Numalis Achievements — <strong>Three flagship cases</strong></h2>','<h3>+75 % de chercheurs PhD en R&amp;D</h3>'=>'<h3>+75% of PhD researchers in R&D</h3>','<h3>2026</h3>
<p>Soutien renouvelé par 574 Invest, fonds d\'investissement du Groupe SNCF</p>'=>'<h3>2026</h3>
<p>Renewed support from 574 Invest, the SNCF Group\'s investment fund</p>','<h3>574 Invest</h3>'=>'<h3>574 Invest</h3>','<h3>AFNOR</h3>
<p>Membre actif des comités de normalisation</p>
<p><a href="https://www.afnor.org/" target="_blank" rel="noopener" title="Vers le site de l\'Afnor"><img src="https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Afnor-Groupe-300x139.webp" width="106" height="49" alt="Logo Afnor Groupe" class="wp-image-352 alignnone size-medium" /></a></p>'=>'<h3>AFNOR</h3>
<p>Active member of standardization committees</p>
<p><a href="https://www.afnor.org/" target="_blank" rel="noopener" title="Go to the AFNOR website"><img src="https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Afnor-Groupe-300x139.webp" width="106" height="49" alt="Afnor Group Logo" class="wp-image-352 alignnone size-medium"></a></p>','<h3>Comités ISO/IEC <br />sur l\'IA de confiance</h3>
<p>Expert international</p>'=>'<h3>ISO/IEC committees<br/>on trustworthy AI</h3>
<p>International expert</p>','<h3>Contributeur ISO/IEC</h3>'=>'<h3>ISO/IEC contributor</h3>','<h3>Levée de 5 M€ <br />(novembre 2023)</h3>
<p>Definvest (ministère des Armées / BPI France), La Banque Postale, MBDA, Safran Corporate Ventures</p>'=>'<h3>€5M funding round<br/>(November 2023)</h3>
<p>Definvest (Ministry of Defence / BPI France), La Banque Postale, MBDA, Safran Corporate Ventures</p>','<h3>Levée de fonds 5 M€ (2023)</h3>'=>'<h3>€5M fundraising round (2023)</h3>','<h3>Membre actif AFNOR et contributeur à la SPEC 2401</h3>'=>'<h3>Active AFNOR member and contributor to SPEC 2401</h3>','<h3>Partenaires de référence</h3>
<p>SNCF (7 ans), DGA, MBDA (depuis 2019), Safran, La Banque Postale, BPI France</p>'=>'<h3>Key partners</h3>
<p>SNCF (7 years), DGA, MBDA (since 2019), Safran, La Banque Postale, BPI France</p>','<h3>Partenariats académiques</h3>'=>'<h3>Academic partnerships</h3>','<h3>Participation <br />processus<br />Normalisation <br />(ISO / IEC)</h3>
<p>Arnault Ioualalen, fondateur d\'AICET, est un expert mondial qui est impliqué dans les travaux de normalisation internationaux.</p>'=>'<h3>Participation in<br/>Standardization <br/>Process<br/>(ISO / IEC)</h3>
<p>Arnault IOUALALEN, founder of AICET, is a globally recognized expert involved in international standardization work.</p>','<h3>Programmes France 2030<br />/ France Relance</h3>'=>'<h3>France 2030<br/>/ France Relance programs</h3>','<h3>Saimple</h3>
<p>Logiciel propriétaire d\'analyse formelle des modèles d\'IA</p>'=>'<h3>Saimple</h3>
<p>Proprietary software for formal analysis of AI models</p>','<h4>Problématique</h4>
<p>Faciliter l\'adoption de l\'IA dans un secteur soumis aux normes de sécurité parmi les plus rigoureuses au monde, où chaque algorithme embarqué doit pouvoir être certifié et expliqué.</p>
<h4>Approche</h4>
<p>Collaboration sur des <strong>solutions d\'explicabilité et de validation algorithmique</strong> adaptées aux environnements aéronautiques critiques, exploitant les méthodes formelles propriétaires de Numalis.</p>
<h4>Résultat</h4>
<p>Prise de participation de <strong>Safran Corporate Ventures</strong> dans la levée de 5 M€ de novembre 2023. Numalis identifiée comme partenaire stratégique pour l\'industrialisation de l\'IA de confiance dans l\'aéronautique.</p>'=>'<h4>Challenge</h4>
<p>Facilitate AI adoption in a sector subject to some of the world\'s most rigorous safety standards, where every embedded algorithm must be certifiable and explainable.</p>
<h4>Approach</h4>
<p>Collaboration on <strong>explainability and algorithmic validation solutions</strong> adapted to critical aeronautical environments, leveraging Numalis’s proprietary formal methods.</p>
<h4>Result</h4>
<p>Equity participation from <strong>Safran Corporate Ventures</strong> in the €5M fundraising round of November 2023. Numalis identified as a strategic partner for the industrialization of trustworthy AI in aeronautics. </p>','<h4>Problématique</h4>
<p>Intégrer progressivement des algorithmes IA dans les équipements opérationnels en garantissant intégrité, sûreté et explicabilité — exigences non négociables dans un contexte de souveraineté nationale.</p>
<h4>Approche</h4>
<p>Développement d\'<strong>outils de supervision et de contrôle algorithmique</strong> fondés sur les méthodes formelles. Programmes secret-défense initiaux sur la fiabilité des missiles, puis extension aux systèmes IA embarqués (partenariat MBDA depuis 2020).</p>
<h4>Résultat</h4>
<p>Numalis reconnue comme <strong>pépite technologique stratégique</strong> pour le ministère des Armées, partenariat industriel pluriannuel avec MBDA, soutien capitalistique du fonds <strong>Definvest</strong> (BPI France) et de <strong>MBDA en direct</strong>.</p>'=>'<h4>Challenge</h4>
<p>Gradually integrate AI algorithms into operational equipment while guaranteeing integrity, safety, and explainability — non-negotiable requirements in a national sovereignty context.</p>
<h4>Approach</h4>
<p>Development of <strong>supervision and algorithmic control tools</strong> based on formal methods. Initial defence-classified programs on missile reliability, then extension to embedded AI systems (MBDA partnership since 2020). </p>
<h4>Result</h4>
<p>Numalis recognized as a <strong>strategic technology asset</strong> by the Ministry of Defence, multi-year industrial partnership with MBDA, equity support from the <strong>Definvest</strong> fund (BPI France) and <strong>MBDA directly</strong>.</p>','<h4>Problématique</h4>
<p>Valider la fiabilité d\'algorithmes de vision IA pour les écrans de bord du système européen de signalisation ERTMS, dans un domaine où la sécurité est une condition absolue. L\'effet « boîte noire » du deep learning rend l\'homologation traditionnelle inopérante.</p>
<h4>Approche</h4>
<p>Application du logiciel <strong>Saimple</strong> (méthodes formelles) pour explorer mathématiquement le champ des possibles du modèle ; injection de perturbations (flou, modifications de pixels, watermarks) afin de détecter les vulnérabilités invisibles.</p>
<h4>Résultat</h4>
<p><strong>Automatisation de la certification des écrans DMI de l\'ERTMS</strong>, gain de temps majeur sur la phase de validation, <strong>partenariat opérationnel de 7 ans</strong>, prise de participation de <strong>574 Invest</strong> (fonds du Groupe SNCF) en 2026. Numalis devient une brique du standard mondial de certification ferroviaire IA.</p>'=>'<h4>Challenge</h4>
<p>Validate the reliability of AI vision algorithms for the dashboard displays of the European ERTMS signaling system, in a domain where safety is an absolute requirement. The deep learning ‘black box’ effect renders traditional certification methods inoperable. </p>
<h4>Approach</h4>
<p>Application of <strong>Saimple</strong> software (formal methods) to mathematically explore the model’s space of possibilities; injection of perturbations (blur, pixel modifications, watermarks) to detect invisible vulnerabilities.</p>
<h4>Result</h4>
<p><strong>Automation of ERTMS DMI screen certification</strong>, major time savings in the validation phase, <strong>7-year operational partnership</strong>, equity participation from <strong>574 Invest</strong> (SNCF Group fund) in 2026. Numalis becomes a building block of the global AI railway certification standard. </p>','<p><strong>Confiez votre mesure des compétences IA</strong></p>'=>'<p><strong>Entrust Your AI Skills Measurement</strong></p>','<p><strong>Levée de fonds :</strong> Definvest (Bpifrance), 115K (La Banque Postale), MBDA et Safran Corporate Ventures</p>'=>'<p><strong>Fundraising :</strong> Definvest (Bpifrance), 115K (La Banque Postale), MBDA and Safran Corporate Ventures</p>','<p><strong>structurez</strong> votre <br />gouvernance IA</p>'=>'<p><strong>Structure</strong> Your<br/>AI Governance</p>','<p>Arnault devient Expert et éditeur de standard ISO</p>'=>'<p>Arnault becomes an Expert and ISO standard editor</p>','<p>Commercialisation Saimple</p>'=>'<p>Commercialisation of Saimple</p>','<p>Contrairement aux tests classiques qui se limitent à des évaluations statistiques, Numalis explore l\'intégralité du champ des possibles d\'un modèle d\'IA grâce à son logiciel Saimple. L\'objectif : détecter le niveau maximal de perturbations auquel la fiabilité du modèle est garantie.</p>'=>'<p>Unlike traditional testing, which is limited to statistical evaluations, Numalis explores the entire realm of possibilities of an AI model using its Saimple software. The objective: to detect the maximum level of disturbance at which the model\'s reliability is guaranteed. </p>','<p>Création de Numalis</p>'=>'<p>Foundation of Numalis</p>','<p>Docteur (PhD) en IA, Arnault Ioualalen est une figure de référence de l\'IA de confiance en France. Fondateur de Numalis en 2015 puis d\'AICET, il porte la conviction que la fiabilité des systèmes d\'IA et celle des compétences humaines qui les opèrent relèvent d\'une même exigence scientifique : mesurable, opposable, alignée sur les standards.</p>
<p><strong>Son engagement normatif est concret et public : il est l\'éditeur principal de la norme internationale ISO/IEC 24029 sur la robustesse de l\'IA, contributeur direct à l\'AFNOR SPEC 2401 (cadre français de référence pour la mesure des compétences IA) mais aussi de l\'AI Act, expert international auprès des comités ISO/IEC sur l\'IA de confiance, et membre actif AFNOR.</strong></p>'=>'<p>Holding a PhD in AI, Arnault Ioualalen is a leading figure in trustworthy AI in France. Founder of Numalis in 2015 and subsequently of AICET, he holds the conviction that the reliability of AI systems and of the human skills that operate them stems from the same scientific requirement: measurable, enforceable, aligned with standards. </p>
<p><strong>His normative commitment is concrete and public: he is the lead editor of the international standard ISO/IEC 24029 on AI robustness, a direct contributor to AFNOR SPEC 2401 (the French reference framework for measuring AI skills) and to the AI Act, an international expert on ISO/IEC trustworthy AI committees, and an active AFNOR member.</strong></p>','<p>En accompagnant pendant près d\'une décennie les plus grands industriels sur la validation technique de leurs algorithmes, Numalis a identifié un angle mort majeur : <strong>la fiabilité des compétences humaines qui opèrent ces systèmes</strong>. Sécuriser le code ne suffit plus ; il faut aussi sécuriser l\'adoption.</p>
<p>AICET est né de ce constat : appliquer à la mesure des compétences IA la même exigence scientifique et mathématique que Saimple applique à la validation des modèles. Une seule conviction : on ne pilote pas une transformation IA sans une mesure rigoureuse et auditable, ni des systèmes ni des compétences.</p>'=>'<p>By supporting the largest industrial players with the technical validation of their algorithms for MORE than a decade, Numalis has identified a major blind spot: <strong>the reliability of the human skills operating these systems</strong>. Securing the code is no longer enough; adoption must also be secured. </p>
<p>AICET was born from this observation: applying to AI skills measurement the same scientific and mathematical rigor that Saimple applies to model validation. One conviction: you cannot steer an AI transformation without a rigorous, auditable measurement neither of the systems OR EVEN of the skills. </p>','<p>Entrée au capital de 547 Invest (SNCF) après 8 ans de collaboration</p>'=>'<p>Support from SNCF after 8 years of collaboration</p>','<p>Issue de la recherche scientifique, Numalis est spécialisées dans l\'explicabilité et la validation de la robustesse des IA par méthodes formelles. Cette branche de l\'informatique théorique exploite la logique mathématique pour démontrer la validité des informations produites par une IA.</p>'=>'<p>Born out of scientific research, Numalis specialises in the explainability and robustness validation of AI using formal methods. This branch of theoretical computer science leverages mathematical logic to prove the validity of the information produced by an AI. </p>','<p>L\'expérience de Numalis dans la validation des IA critiques s\'est forgée auprès d\'acteurs majeurs des secteurs régulés. <strong>Trois illustrations.</strong></p>'=>'<p>Numalis\'s experience in validating critical AI has been built alongside major players in regulated sectors. <strong>Three illustrations.</strong></p>','<p>La mesure des compétences IA est un acte d\'ingénierie scientifique, pas un exercice de communication. Conçu et opéré par une deeptech reconnue pour la fiabilité des IA critiques : AICET est un standard et non un simple baromètre.</p>'=>'<p>Measuring AI skills is an act of scientific engineering, not a communication exercise. Designed and operated by a deeptech company recognized for the reliability of critical AI: AICET is a standard, not just a barometer. </p>','<p>Participation 2026 du fonds d\'investissement du Groupe SNCF</p>'=>'<p>2026 participation from the SNCF Group\'s investment fund</p>','<p>Publication AFNOR Spec 2401</p>'=>'<p>Publication of the AFNOR Spec 2401</p>','<p>Rédacteur principal de la norme ISO/IEC 24029 (robustesse de l\'IA)</p>'=>'<p>Lead editor of the ISO/IEC 24029 standard (AI robustness)</p>','<p>Soutient de MBDA (levée) et de Airbus Développement (partenaire)</p>'=>'<p>Support from MBDA (fundraising) and Airbus Développement (partner)</p>','<p>Thèse de Arnault IOUALALEN encadrée par Matthieu MARTEL</p>'=>'<p>Arnault IOUALALEN\'s thesis, supervised by Matthieu MARTEL</p>','<p>Université de Montpellier</p>'=>'<p>University of Montpellier</p>','<p>« Notre mission chez Numalis est simple : transformer l\'incertitude liée à l\'IA en une fiabilité absolue, vérifiable et conforme aux exigences de demain. »</p>'=>'<p>« Notre mission chez Numalis est simple : transformer l\'incertitude liée à l\'IA en une fiabilité absolue, vérifiable et conforme aux exigences de demain. »</p>','<p>à une équipe de scientifiques</p>'=>'<p>to a Team of Scientists</p>','Alignement aux standards'=>'Standards alignment','Arnault Ioualalen'=>'Arnault Ioualalen','Arnault Ioulalan'=>'Arnault Ioualalen','Aéronautique'=>'Aeronautics','DGA & MBDA'=>'DGA & MBDA','De Saimple à AICET'=>'From Saimple to AICET','Definvest (BPI France), 115K (La Banque Postale), MBDA, Safran Corporate Ventures'=>'Definvest (BPI France), 115K (La Banque Postale), MBDA, Safran Corporate Ventures','Des revues scientifiques régulières couplées à des retours terrains issus de grands comptes partenaires.'=>'Regular scientific reviews combined with field feedback from large partner organizations.','Défense'=>'Defence','Ferroviaire'=>'Rail','Groupe SNCF'=>'SNCF Group','Icône certification'=>'Certification icon','Icône normalisation'=>'Normalization Icon','Logo BPI France'=>'BPI France logo','Logo Bouygues'=>'Bouygues logo','Logo DGA'=>'DGA logo','Logo La Banque Postale'=>'La Banque Postale logo','Logo MBDA'=>'MBDA logo','Logo SNCF'=>'SNCF logo','Logo Safran'=>'Safran logo','Logo Saimple'=>'Saimple','Logo Université de Montpellier'=>'University of Montpellier logo','Notre rigueur méthodologique'=>'Our Methodological Rigor','Psychométrie avancée'=>'Advanced psychometrics','Safran'=>'Safran','Team Numalis'=>'Team Numalis','Une calibration minutieuse des items pour garantir des résultats fiables, sans biais et répétables.'=>'Meticulous item calibration to guarantee reliable, unbiased, and repeatable results.','Une expertise enracinée dans la deeptech française'=>'Expertise Rooted in French Trustworthy','Une méthode en résonance directe avec les cadres AFNOR (SPEC 2401), ISO/IEC (dont la norme 24029) et IEC.'=>'A method in direct alignment with the AFNOR (SPEC 2401), ISO/IEC (including standard 24029), and IEC frameworks.','Validation continue'=>'Continuous validation','a133ce5c8996adb6a9e179a2eeef83f5'=>'<p>to a Team of Scientists</p>','a75a9d2c5b3e4ebfaf2c55c866250b90'=>'Arnault Ioualalen','a8503a950b03c07c500a11fcace5c0f9'=>'Definvest (BPI France), 115K (La Banque Postale), MBDA, Safran Corporate Ventures','a8fb4c261c105448d767a3b99cd1013c'=>'<p>Holding a PhD in AI, Arnault Ioualalen is a leading figure in trustworthy AI in France. Founder of Numalis in 2015 and subsequently of AICET, he holds the conviction that the reliability of AI systems and of the human skills that operate them stems from the same scientific requirement: measurable, enforceable, aligned with standards. </p>
<p><strong>His normative commitment is concrete and public: he is the lead editor of the international standard ISO/IEC 24029 on AI robustness, a direct contributor to AFNOR SPEC 2401 (the French reference framework for measuring AI skills) and to the AI Act, an international expert on ISO/IEC trustworthy AI committees, and an active AFNOR member.</strong></p>','afe495e95dd1ad708fbb5215da66b35f'=>'<h4>Challenge</h4>
<p>Facilitate AI adoption in a sector subject to some of the world\'s most rigorous safety standards, where every embedded algorithm must be certifiable and explainable.</p>
<h4>Approach</h4>
<p>Collaboration on <strong>explainability and algorithmic validation solutions</strong> adapted to critical aeronautical environments, leveraging Numalis’s proprietary formal methods.</p>
<h4>Result</h4>
<p>Equity participation from <strong>Safran Corporate Ventures</strong> in the €5M fundraising round of November 2023. Numalis identified as a strategic partner for the industrialization of trustworthy AI in aeronautics. </p>','b012dbc7d67b03968e60ccef88263382'=>'<p>Unlike traditional testing, which is limited to statistical evaluations, Numalis explores the entire realm of possibilities of an AI model using its Saimple software. The objective: to detect the maximum level of disturbance at which the model\'s reliability is guaranteed. </p>','b0a5c03bec7919cab49bc98d8174d411'=>'Certification icon','b1cc2624884790ef7ee0822553bff25b'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/icons8-pieces-de-monnaie-100.png','b26660452e5ee4e2c8d56ea918143932'=>'<h3>ISO/IEC committees<br/>on trustworthy AI</h3>
<p>International expert</p>','b4b01508800df344154ac9fc7439596a'=>'<p>By supporting the largest industrial players with the technical validation of their algorithms for MORE than a decade, Numalis has identified a major blind spot: <strong>the reliability of the human skills operating these systems</strong>. Securing the code is no longer enough; adoption must also be secured. </p>
<p>AICET was born from this observation: applying to AI skills measurement the same scientific and mathematical rigor that Saimple applies to model validation. One conviction: you cannot steer an AI transformation without a rigorous, auditable measurement neither of the systems OR EVEN of the skills. </p>','b7c91854314e703fd7f81d25c3e588ac'=>'La Banque Postale logo','b91ffde9553927c1b23c7cd3dbc7daaa'=>'Rail','ba3f527e08e01ca96a90d8ffceba292f'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-SNCF.webp','bdc43a1a95353f32b8c2c4b0a77ad2a9'=>'DGA & MBDA','c06b06c8c128e5604027c2dd7f92b801'=>'<h3>Academic partnerships</h3>','c18b020acc717c5140234116708aa7e0'=>'Aeronautics','c44206ef0c5d83045060a7858dbf2ce8'=>'Safran logo','c81457cc9ee158e7688554127a5e4456'=>'<p>Foundation of Numalis</p>','ce9a2f1c77175c453807ccccdcff53a6'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Safran.webp','d0d607171149c366f916937ebdee784c'=>'DGA logo','d1d034898d5ab7fab03b54c50e8ddd70'=>'Normalization Icon','d2e39134f11392b898a42ecfd42e51c5'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Universite-de-Montpellier.webp','d614562aeabc2d1c2b68b180afd7ff38'=>'<p>« Notre mission chez Numalis est simple : transformer l\'incertitude liée à l\'IA en une fiabilité absolue, vérifiable et conforme aux exigences de demain. »</p>','d8166c912a809ab3cc8777d8ff6c25fc'=>'<h3>Active AFNOR member and contributor to SPEC 2401</h3>','de l\'IA de confiance'=>'AI Deeptech','e1750837bee295979ca14a4aaa2ae23e'=>'<h2>Numalis Achievements — <strong>Three flagship cases</strong></h2>','e34a513d5f5b7dffd5623f78cd4d1c5a'=>'SNCF logo','eb9c1667da88c6fd900402497620e00d'=>'<h2>From scoring to <strong>AI Strategy</strong></h2>','f189b249c4837882569b0bdb7675c3dd'=>'Standards alignment','f417c8678f003794015f6f3fc5066d3c'=>'<h2><strong>Standards</strong> Commitments</h2>','f45261ff056f71582c998988e59e2e9c'=>'<h3>ISO/IEC contributor</h3>','f48bdaacb35b879527ffe980cbb7f9e2'=>'Meticulous item calibration to guarantee reliable, unbiased, and repeatable results.','f7be032e318d88eb0cf50ef0800959d0'=>'<h2>AICET is designed and operated by Numalis, a French deeptech company recognized for its expertise in the reliability of high-risk artificial intelligence. Scientific rigor transferred to AI skills measurement, to provide large organizations with an enforceable benchmark. </h2>','f89f7d669d84f167812edad88ac1e246'=>'<p><strong>Entrust Your AI Skills Measurement</strong></p>','f8a7c9cb65698c3ea97905ce9f64841b'=>'Our Methodological Rigor','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Arnault-Ioulalan.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Arnault-Ioulalan.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/H.06.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/H.06.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-BPI-France.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-BPI-France.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Bouygues.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Bouygues.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-DGA.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-DGA.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-La-Banque-Postale.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-La-Banque-Postale.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-MBDA.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-MBDA.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-SNCF.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-SNCF.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Safran.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Safran.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Universite-de-Montpellier.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Logo-Universite-de-Montpellier.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Team-Numalis.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/Team-Numalis.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/certification.svg'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/certification.svg','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/icons8-pieces-de-monnaie-100.png'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/icons8-pieces-de-monnaie-100.png','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/icons8-poignee-de-main-100.png'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/icons8-poignee-de-main-100.png','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/logo-saimple-RVB.png'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/logo-saimple-RVB.png','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/normalisation.svg'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/normalisation.svg','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/trame-hero-2.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/05/trame-hero-2.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/06/De-Saimple-a-AICET.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/06/De-Saimple-a-AICET.webp','https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/06/image-_Notre-rigueur-methodologique.webp'=>'https://staging-aicet-website.jcloud-ver-jpe.ik-server.com/wp-content/uploads/2026/06/image-_Notre-rigueur-methodologique.webp']];
