{"id":17066,"date":"2026-06-05T15:42:25","date_gmt":"2026-06-05T13:42:25","guid":{"rendered":"https:\/\/www.tolk.ai\/blog-ia\/non-classe\/5-key-points-to-address-before-deploying-your-ai-project"},"modified":"2026-06-25T16:53:39","modified_gmt":"2026-06-25T14:53:39","slug":"5-key-points-to-address-before-deploying-your-ai-project","status":"publish","type":"post","link":"https:\/\/www.tolk.ai\/en\/blog-ia\/business-sectors\/5-key-points-to-address-before-deploying-your-ai-project","title":{"rendered":"5 key points to address before deploying your AI project"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17066\" class=\"elementor elementor-17066 elementor-16227\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7a500ef1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7a500ef1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3f3a9055\" data-id=\"3f3a9055\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a169060 elementor-blockquote--skin-border elementor-widget elementor-widget-blockquote\" data-id=\"a169060\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tACPR compliance, data sovereignty, traceability, AI Act: an AI project in insurance engages your regulatory responsibility well before going into production. Here is the validation protocol that legal and compliance teams must run upfront.\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6888935 elementor-widget elementor-widget-text-editor\" data-id=\"6888935\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">First, AI projects in insurance do not fail on technology. They fail on <strong>governance.<\/strong> Often, a deployment validated technically can find itself blocked six months later by the legal department over a point that had not been anticipated. These elements are not mere details. Thus, they determine whether your project is legally deployable or not.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Here are the 5 questions your legal and compliance teams must ask. We will also see how a one-hour session with an AI expert on your real documents makes it possible to answer them.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02dfa35 elementor-widget elementor-widget-text-editor\" data-id=\"02dfa35\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Step 1: validate the traceability of the answers produced by the AI<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0bb6b6 elementor-widget elementor-widget-text-editor\" data-id=\"f0bb6b6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">First, the Autorit\u00e9 de contr\u00f4le prudentiel et de r\u00e9solution (ACPR, the French prudential supervisory and resolution authority) and the General Data Protection Regulation (GDPR) require that any automated decision be traceable and explainable. In practice, each answer produced by the system must be able to be <strong>audited.<\/strong> For example, which documentary source was used, which precise clause, at what moment.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Without complete logging of interactions, you can neither defend your position in the event of a dispute nor demonstrate your compliance during a regulatory inspection. This point cannot be assessed on a generic demonstration. It is validated on your own contracts, by observing live what the system produces and how it justifies it.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Consequently, the question to ask concerns the tracking of the AI interactions, with the documentary sources mobilized for each answer.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b43fd0 elementor-widget elementor-widget-text-editor\" data-id=\"7b43fd0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Step 2: test accuracy on your most demanding documents<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c81f1a2 elementor-widget elementor-widget-text-editor\" data-id=\"c81f1a2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Secondly, the Insurance Distribution Directive (IDD) requires that the information provided to policyholders be <strong>accurate<\/strong> and <strong>verifiable<\/strong>. A generative artificial intelligence system not anchored on your internal documents can produce incorrect answers about guarantees, deadlines or exclusion conditions, with a confidence of tone that makes the error undetectable for the policyholder.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">The Retrieval-Augmented Generation (RAG) architecture solves this problem by constraining the system to answer <strong>exclusively<\/strong> from your sources. If the answer is not in the knowledge base, the agent is honest and says so. However, this property must be verified on your real documents: general terms and conditions with cross-references between clauses, amendments that retroactively modify certain guarantees, compensation scales with nested thresholds.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87ae1de elementor-blockquote--skin-border elementor-widget elementor-widget-blockquote\" data-id=\"87ae1de\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tThe question to anticipate: what happens when a policyholder asks a question whose answer is not in the connected documentary base?\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-805cdee elementor-widget elementor-widget-text-editor\" data-id=\"805cdee\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Step 3: verify data sovereignty<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-954cbbb elementor-widget elementor-widget-text-editor\" data-id=\"954cbbb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Third, the data processed in insurance is <strong>sensitive<\/strong> by nature: health data, asset information, claims declarations. Hosting subject to the US Cloud Act exposes this data to a foreign jurisdiction, regardless of the contracts signed with the provider.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Digital sovereignty is not a sales argument. Thus, it is a compliance requirement for regulated players. Hosting on an infrastructure certified SecNumCloud by the ANSSI (the French national cybersecurity agency) guarantees that your data remains under French and European jurisdiction (without exposure to US extraterritorial law).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d85ea7d elementor-blockquote--skin-border elementor-widget elementor-widget-blockquote\" data-id=\"d85ea7d\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tThe questions to ask: on which infrastructure is your solution hosted? Is it subject to any non-European jurisdiction?\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc317a1 elementor-widget elementor-widget-text-editor\" data-id=\"fc317a1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Step 4: configure and document the escalation mechanisms<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce24f1e elementor-widget elementor-widget-text-editor\" data-id=\"ce24f1e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Next, the <a href=\"https:\/\/www.tolk.ai\/en\/blog-ia\/trends\/ai-act-compliance-the-countdown-to-august-2026-has-begun\">European regulation on artificial intelligence<\/a> (AI Act) classifies AI systems in insurance in the high-risk category. This classification imposes several things:<\/p><ul><li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">effective human oversight,<\/li><li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">documented escalation mechanisms,<\/li><li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">the possibility of manual intervention at any time.<\/li><\/ul><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Moreover, an AI agent that does not transfer to a human agent in a traceable way is not deployable within this regulatory framework. Indeed, the escalation thresholds must be defined by your business teams, configured in the AI agent, and verifiable during an audit. During a test workshop, these thresholds can be activated live on your real use cases.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07f476a elementor-blockquote--skin-border elementor-widget elementor-widget-blockquote\" data-id=\"07f476a\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tThe question to ask: on what criteria does your system decide to escalate, and how is this transfer documented?\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4803384 elementor-widget elementor-widget-text-editor\" data-id=\"4803384\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Step 5: be compliant with the AI Act<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ce6cdb elementor-widget elementor-widget-text-editor\" data-id=\"6ce6cdb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Finally, the AI Act imposes a complete technical specification for high-risk organizations:<\/p><ul><li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">a description of the system,<\/li><li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">the data processing architecture,<\/li><li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">measured performance,<\/li><li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">known limitations,<\/li><li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">incident management procedures.<\/li><\/ul><p>If your provider cannot supply you with this documentation, you will not be able to respond to a request from the ACPR or the Commission nationale de l&#8217;informatique et des libert\u00e9s (CNIL, the French data protection authority) within the required timeframe.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Furthermore, it is essential to measure these elements before deployment, not after. This is a guarantee of transparency and trust in a commercial relationship with your solution publisher.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bb21fc elementor-widget elementor-widget-image\" data-id=\"0bb21fc\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2000\" height=\"1520\" src=\"https:\/\/www.tolk.ai\/wp-content\/uploads\/2026\/06\/IA-assurance-5-points-cles-a-valider-tolk-ai.png\" class=\"attachment-full size-full wp-image-17067\" alt=\"IA assurance - 5 points cles a valider tolk ai\" srcset=\"https:\/\/www.tolk.ai\/wp-content\/uploads\/2026\/06\/IA-assurance-5-points-cles-a-valider-tolk-ai.png 2000w, https:\/\/www.tolk.ai\/wp-content\/uploads\/2026\/06\/IA-assurance-5-points-cles-a-valider-tolk-ai-1536x1167.png 1536w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39ca5a3 elementor-widget elementor-widget-text-editor\" data-id=\"39ca5a3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">AI in insurance: test with no commitment<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5bf836c elementor-widget elementor-widget-text-editor\" data-id=\"5bf836c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Our complete solution Genii meets these five requirements natively: complete logging of interactions, RAG anchoring on your documentary bases, Outscale France hosting certified SecNumCloud, configurable and traceable escalation, compliant technical information.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d37e3e7 elementor-widget elementor-widget-text-editor\" data-id=\"d37e3e7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Also, we offer a free 14-day trial to let you measure the effectiveness of our solution Genii. This test is carried out in real conditions with your own use cases, <strong>no commitment is required.<\/strong><\/p><p><a href=\"https:\/\/meetings-eu1.hubspot.com\/manon-voisin\/demo-genii\">&gt; Try for free<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f176a15 elementor-widget elementor-widget-text-editor\" data-id=\"f176a15\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><strong>Sources<\/strong><\/h3><ul><li style=\"list-style-type: none\"><ul><li><a href=\"https:\/\/eur-lex.europa.eu\/legal-content\/FR\/TXT\/?uri=CELEX%3A32024R1689\" target=\"_blank\" rel=\"noopener\">European regulation on AI. AI Act 2024 (EUR-Lex)<\/a><\/li><li><a href=\"https:\/\/eur-lex.europa.eu\/legal-content\/FR\/TXT\/?uri=CELEX%3A32016L0097\" target=\"_blank\" rel=\"noopener\">IDD Directive 2016\/97\/EU (EUR-Lex)<\/a><\/li><li><a href=\"https:\/\/www.cnil.fr\/fr\/reglement-europeen-protection-donnees\" target=\"_blank\" rel=\"noopener\">GDPR, article 9, sensitive data (CNIL)<\/a><\/li><\/ul><\/li><\/ul><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>ACPR compliance, data sovereignty, traceability, AI Act: an AI project in insurance engages your regulatory responsibility well before going into production. Here is the validation protocol that legal and compliance teams must run upfront. First, AI projects in insurance do not fail on technology. They fail on governance. Often, a deployment validated technically can find [&hellip;]<\/p>\n","protected":false},"author":15,"featured_media":17068,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","inline_featured_image":false,"footnotes":""},"categories":[90],"tags":[93],"class_list":["post-17066","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-sectors","tag-insurance"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>5 key points to address before deploying your AI project<\/title>\n<meta name=\"description\" content=\"AI in insurance: 5 key points to address before deploying your project, plus a few tips to anticipate regulations.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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