{"id":58707,"date":"2025-12-08T17:13:55","date_gmt":"2025-12-08T16:13:55","guid":{"rendered":"https:\/\/www.insuco.com\/intelligence-artificielle\/"},"modified":"2026-01-20T20:00:51","modified_gmt":"2026-01-20T19:00:51","slug":"artificial-intelligence","status":"publish","type":"page","link":"https:\/\/www.insuco.com\/en\/artificial-intelligence\/","title":{"rendered":"Our Use of Artificial Intelligence"},"content":{"rendered":"<p><strong>As a consultancy firm committed to remaining at the forefront of innovation, Insuco aims to optimise the quality and performance of its expertise by responsibly integrating Artificial Intelligence (AI) into its internal processes.<\/strong> <strong>Our approach is centred on social sustainability, and our use of AI tools must contribute to our values and the quality standards of our expertise.<\/strong> <span style=\"font-weight: 400;\">As a member of the International Association for Impact Assessment (IAIA), Insuco fully adheres to its Principles for the Use of Artificial Intelligence in Impact Assessment (<\/span><a href=\"https:\/\/iaia.org\/wp-content\/uploads\/2025\/06\/SP16_AI-in-IA.pdf\"><span style=\"font-weight: 400;\">SP n\u00b016, Feb. 2026<\/span><\/a><span style=\"font-weight: 400;\">). These principles aim to establish safeguards for the ethical and responsible use of AI in the impact assessment sector.<\/span> <span style=\"font-weight: 400;\">More generally, Insuco adheres to the European Artificial Intelligence Act (<\/span><a href=\"https:\/\/www.europarl.europa.eu\/doceo\/document\/TA-9-2024-0138-FNL-COR01_FR.pdf\"><span style=\"font-weight: 400;\">AI Act<\/span><\/a><span style=\"font-weight: 400;\">), enacted in 2024, which aims, among other things, to hold companies accountable and regulate their use of AI with regard to the protection of their stakeholders and citizens.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Transparency on AI Use and Personal Data Protection<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Insuco is committed to full transparency regarding the use of artificial intelligence (AI) by its employees and external experts.<\/span> <span style=\"font-weight: 400;\">All our impact assessment reports clearly state the use of AI (tool name, type of use, control method, date), as well as compliance with current policies, standards or regulations governing AI use.<\/span> <span style=\"font-weight: 400;\">In this context, all data collected from stakeholders (individuals, communities, organisations) that we process with the help of AI tools are handled in strict compliance with the European<\/span><a href=\"https:\/\/www.legifrance.gouv.fr\/jorf\/id\/JORFTEXT000037085952\"><span style=\"font-weight: 400;\"> General Data Protection Regulation (GDPR)<\/span><\/a><span style=\"font-weight: 400;\">, and the principle of data revocability\/correction.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Expertise Remains the Cornerstone of Our Studies<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Artificial intelligence (AI) is a tool at the service of our employees and experts. It is not a substitute. Stakeholder involvement and fieldwork, which are the pillars of our interventions, remain activities conducted by our experts and employees.<\/span> <span style=\"font-weight: 400;\">AI can enrich or optimise field studies, impact assessments, the processing of large volumes of data, and the monitoring and evaluation of action plans. However, our professional supervision remains imperative: our employees, experts, and researchers conduct an independent verification of the results generated by the AI tools authorised by Insuco that they use.<\/span> <span style=\"font-weight: 400;\">The responsibility for the application of AI throughout the impact assessment processes, from conception to finalisation, rests entirely with our teams. This includes the decision to integrate AI, the supervision and management of its application, the validation of content and analyses, the verification of sources and data, the accuracy of information, the review of our reports by regulatory authorities, the management of public comments, the responses provided, as well as the formulation of conclusions and recommendations for action.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">AI at the Service of Proven Methodologies<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Our studies are based on methods, protocols, and tools validated by the community of experts and authorities in the impact assessment sector.<\/span> <span style=\"font-weight: 400;\">We use AI tools in a controlled manner to complement and improve our processes, without ever replacing, supplanting, or infringing upon recommended or regulatory methods, protocols, and tools: scientific principles, standardised assessment, calculation, and modelling techniques, and rules for the protection of social and environmental data.<\/span> <span style=\"font-weight: 400;\">Any impact assessment process must comply with the AI policies and requirements of the country where the assessment is conducted, as well as the policies and standards of any organisation funding or supporting said assessment, according to the principle of the most stringent standard. Thus, our methods, protocols, and tools do not integrate AI systems classified as unacceptable and high-risk according to the<\/span><a href=\"https:\/\/www.europarl.europa.eu\/doceo\/document\/TA-9-2024-0138-FNL-COR01_FR.pdf\"><span style=\"font-weight: 400;\"> AI Act<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Consideration of Bias and Inclusivity<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">We implement careful management of AI biases and a quality control process for inputs (prompts) and results.<\/span> <span style=\"font-weight: 400;\">Information and data provided by AI tools may be insufficient or not accurately represent indigenous, vulnerable, conflict-affected, or marginalised groups. This is why AI should not replace direct communication with affected individuals or the judgment of experts.<\/span> <span style=\"font-weight: 400;\">AI users must exercise human oversight to prevent errors and ensure accurate representation. It is crucial to research and address the limitations of AI tools and systems, such as:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">biases;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI &#8220;hallucinations&#8221; (false or misleading information);<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">incomplete data, especially for remote locations and contexts;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">subjects and locations with little non-digitised knowledge;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">lack of attention to cultural values, beliefs, or tacit knowledge;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ambiguous criteria for judging impact importance;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">lack of knowledge of data source and credibility.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">Awareness, Risk Management, and E&amp;S Impacts<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">We are committed to raising awareness among our staff and external experts about the limitations, risks, and impacts of AI, particularly through initial internal training and the dissemination of a Good Practice Note to our external experts.<\/span> <span style=\"font-weight: 400;\">This approach includes a comparative analysis of different types of AI and their environmental and social issues. We classify the AI systems we use according to the AI Act&#8217;s risk categories (unacceptable, high, limited, minimal or nil), to which we add our assessment of environmental and social risks.<\/span> <span style=\"font-weight: 400;\">Thus, aware of the social and environmental impacts generated by the development and use of AI, we limit its use according to the principle of actual need, i.e., only when an AI tool provides real added value to our work compared to other pre-existing computer or manual tools.<\/span> <span style=\"font-weight: 400;\">To ensure compliance with the AI Act, our action plan includes the following activities:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">mapping AI system uses: identification of internal and external AI tools and systems, as well as their application areas;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">classification of AI systems used according to their risk level: evaluation and documentation of each system according to the AI Act&#8217;s typology;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI control policy: AI policy, AI Use Charter, review of the IT charter;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">team training: awareness of the AI Act, AI ethics, cybersecurity, and the impacts of AI systems;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">monitoring and auditing: establishment of continuous compliance control and regular internal audits.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Within Insuco, the effective, efficient, and ethical use of AI systems requires prior awareness and training in our AI policy.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Responsibility<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Insuco assumes full responsibility for the use of AI (decisions, content, accuracy) and commits to rigorously observing the principles proposed by IAIA, the AI Act, and the European GDPR regarding the professional use of AI tools and personal data protection.<\/span> <span style=\"font-weight: 400;\">This implies for us the need to map and classify the AIs we use, to be transparent about our uses of them, to raise awareness and train our teams, and to ensure continuous monitoring.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>As a consultancy firm committed to remaining at the forefront of innovation, Insuco aims to optimise the quality and performance of its expertise by responsibly integrating Artificial Intelligence (AI) into its internal processes. Our approach is centred on social sustainability, and our use of AI tools must contribute to our values and the quality standards [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_et_pb_use_builder":"on","_et_pb_old_content":"<strong>As a consultancy firm committed to remaining at the forefront of innovation, Insuco aims to optimise the quality and performance of its expertise by responsibly integrating Artificial Intelligence (AI) into its internal processes.<\/strong> <strong>Our approach is centred on social sustainability, and our use of AI tools must contribute to our values and the quality standards of our expertise.<\/strong> <span style=\"font-weight: 400;\">As a member of the International Association for Impact Assessment (IAIA), Insuco fully adheres to its Principles for the Use of Artificial Intelligence in Impact Assessment (<\/span><a href=\"https:\/\/iaia.org\/wp-content\/uploads\/2025\/06\/SP16_AI-in-IA.pdf\"><span style=\"font-weight: 400;\">SP n\u00b016, Feb. 2026<\/span><\/a><span style=\"font-weight: 400;\">). These principles aim to establish safeguards for the ethical and responsible use of AI in the impact assessment sector.<\/span> <span style=\"font-weight: 400;\">More generally, Insuco adheres to the European Artificial Intelligence Act (<\/span><a href=\"https:\/\/www.europarl.europa.eu\/doceo\/document\/TA-9-2024-0138-FNL-COR01_FR.pdf\"><span style=\"font-weight: 400;\">AI Act<\/span><\/a><span style=\"font-weight: 400;\">), enacted in 2024, which aims, among other things, to hold companies accountable and regulate their use of AI with regard to the protection of their stakeholders and citizens.<\/span>\r\n<h3><span style=\"font-weight: 400;\">Transparency on AI Use and Personal Data Protection<\/span><\/h3>\r\n<span style=\"font-weight: 400;\">Insuco is committed to full transparency regarding the use of artificial intelligence (AI) by its employees and external experts.<\/span> <span style=\"font-weight: 400;\">All our impact assessment reports clearly state the use of AI (tool name, type of use, control method, date), as well as compliance with current policies, standards or regulations governing AI use.<\/span> <span style=\"font-weight: 400;\">In this context, all data collected from stakeholders (individuals, communities, organisations) that we process with the help of AI tools are handled in strict compliance with the European<\/span><a href=\"https:\/\/www.legifrance.gouv.fr\/jorf\/id\/JORFTEXT000037085952\"><span style=\"font-weight: 400;\"> General Data Protection Regulation (GDPR)<\/span><\/a><span style=\"font-weight: 400;\">, and the principle of data revocability\/correction.<\/span>\r\n<h3><span style=\"font-weight: 400;\">Expertise Remains the Cornerstone of Our Studies<\/span><\/h3>\r\n<span style=\"font-weight: 400;\">Artificial intelligence (AI) is a tool at the service of our employees and experts. It is not a substitute. Stakeholder involvement and fieldwork, which are the pillars of our interventions, remain activities conducted by our experts and employees.<\/span> <span style=\"font-weight: 400;\">AI can enrich or optimise field studies, impact assessments, the processing of large volumes of data, and the monitoring and evaluation of action plans. However, our professional supervision remains imperative: our employees, experts, and researchers conduct an independent verification of the results generated by the AI tools authorised by Insuco that they use.<\/span> <span style=\"font-weight: 400;\">The responsibility for the application of AI throughout the impact assessment processes, from conception to finalisation, rests entirely with our teams. This includes the decision to integrate AI, the supervision and management of its application, the validation of content and analyses, the verification of sources and data, the accuracy of information, the review of our reports by regulatory authorities, the management of public comments, the responses provided, as well as the formulation of conclusions and recommendations for action.<\/span>\r\n<h3><span style=\"font-weight: 400;\">AI at the Service of Proven Methodologies<\/span><\/h3>\r\n<span style=\"font-weight: 400;\">Our studies are based on methods, protocols, and tools validated by the community of experts and authorities in the impact assessment sector.<\/span> <span style=\"font-weight: 400;\">We use AI tools in a controlled manner to complement and improve our processes, without ever replacing, supplanting, or infringing upon recommended or regulatory methods, protocols, and tools: scientific principles, standardised assessment, calculation, and modelling techniques, and rules for the protection of social and environmental data.<\/span> <span style=\"font-weight: 400;\">Any impact assessment process must comply with the AI policies and requirements of the country where the assessment is conducted, as well as the policies and standards of any organisation funding or supporting said assessment, according to the principle of the most stringent standard. Thus, our methods, protocols, and tools do not integrate AI systems classified as unacceptable and high-risk according to the<\/span><a href=\"https:\/\/www.europarl.europa.eu\/doceo\/document\/TA-9-2024-0138-FNL-COR01_FR.pdf\"><span style=\"font-weight: 400;\"> AI Act<\/span><\/a><span style=\"font-weight: 400;\">.<\/span>\r\n<h3><span style=\"font-weight: 400;\">Consideration of Bias and Inclusivity<\/span><\/h3>\r\n<span style=\"font-weight: 400;\">We implement careful management of AI biases and a quality control process for inputs (prompts) and results.<\/span> <span style=\"font-weight: 400;\">Information and data provided by AI tools may be insufficient or not accurately represent indigenous, vulnerable, conflict-affected, or marginalised groups. This is why AI should not replace direct communication with affected individuals or the judgment of experts.<\/span> <span style=\"font-weight: 400;\">AI users must exercise human oversight to prevent errors and ensure accurate representation. It is crucial to research and address the limitations of AI tools and systems, such as:<\/span>\r\n<ul>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">biases;<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI \"hallucinations\" (false or misleading information);<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">incomplete data, especially for remote locations and contexts;<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">subjects and locations with little non-digitised knowledge;<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">lack of attention to cultural values, beliefs, or tacit knowledge;<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ambiguous criteria for judging impact importance;<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">lack of knowledge of data source and credibility.<\/span><\/li>\r\n<\/ul>\r\n<h3><span style=\"font-weight: 400;\">Awareness, Risk Management, and E&amp;S Impacts<\/span><\/h3>\r\n<span style=\"font-weight: 400;\">We are committed to raising awareness among our staff and external experts about the limitations, risks, and impacts of AI, particularly through initial internal training and the dissemination of a Good Practice Note to our external experts.<\/span> <span style=\"font-weight: 400;\">This approach includes a comparative analysis of different types of AI and their environmental and social issues. We classify the AI systems we use according to the AI Act's risk categories (unacceptable, high, limited, minimal or nil), to which we add our assessment of environmental and social risks.<\/span> <span style=\"font-weight: 400;\">Thus, aware of the social and environmental impacts generated by the development and use of AI, we limit its use according to the principle of actual need, i.e., only when an AI tool provides real added value to our work compared to other pre-existing computer or manual tools.<\/span> <span style=\"font-weight: 400;\">To ensure compliance with the AI Act, our action plan includes the following activities:<\/span>\r\n<ul>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">mapping AI system uses: identification of internal and external AI tools and systems, as well as their application areas;<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">classification of AI systems used according to their risk level: evaluation and documentation of each system according to the AI Act's typology;<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI control policy: AI policy, AI Use Charter, review of the IT charter;<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">team training: awareness of the AI Act, AI ethics, cybersecurity, and the impacts of AI systems;<\/span><\/li>\r\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">monitoring and auditing: establishment of continuous compliance control and regular internal audits.<\/span><\/li>\r\n<\/ul>\r\n<span style=\"font-weight: 400;\">Within Insuco, the effective, efficient, and ethical use of AI systems requires prior awareness and training in our AI policy.<\/span>\r\n<h3><span style=\"font-weight: 400;\">Responsibility<\/span><\/h3>\r\n<span style=\"font-weight: 400;\">Insuco assumes full responsibility for the use of AI (decisions, content, accuracy) and commits to rigorously observing the principles proposed by IAIA, the AI Act, and the European GDPR regarding the professional use of AI tools and personal data protection.<\/span> <span style=\"font-weight: 400;\">This implies for us the need to map and classify the AIs we use, to be transparent about our uses of them, to raise awareness and train our teams, and to ensure continuous monitoring.<\/span>","_et_gb_content_width":"","footnotes":""},"class_list":["post-58707","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Our Use of Artificial Intelligence - Insuco<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.insuco.com\/en\/artificial-intelligence\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Our Use of Artificial Intelligence - Insuco\" \/>\n<meta property=\"og:description\" content=\"As a consultancy firm committed to remaining at the forefront of innovation, Insuco aims to optimise the quality and performance of its expertise by responsibly integrating Artificial Intelligence (AI) into its internal processes. 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