GET https://storm.ewm.dev/fr/actualites/l-ia-dans-l-immobilier-revolution-strategique-au-dela-du-simple-effet-de-mode

Response
200 OK
IP
216.73.216.106
Profiled on
Token
6daad0

DefaultController :: indexAction

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"Sulu\Bundle\WebsiteBundle\Controller\DefaultController::indexAction"
_fos_rest_zone 
false
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"singleNews_65b62463-73b7-4905-b331-7e04f7b4be61"
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                    -name: "news"
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            -name: "text"
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                -value: "<h2><strong>L'IA dans l'immobilier</strong></h2><p>Les entreprises du secteur immobilier doivent désormais naviguer dans un écosystème technologique en pleine ébullition. L'intelligence artificielle s'impose comme un vecteur de transformation majeur, mais son intégration requiert méthode et vision stratégique.</p><h3><strong>Entre enthousiasme débordant et réalité opérationnelle</strong></h3><p>Le secteur immobilier connaît actuellement une vague d'enthousiasme sans précédent autour des technologies d'intelligence artificielle. Cette effervescence, bien que motrice d'innovation, s'accompagne parfois d'attentes démesurées et d'une sous-estimation des défis d'implémentation.</p><p>Au-delà des promesses marketing, les professionnels lucides du secteur insistent sur les questions cruciales mais souvent négligées : résilience des systèmes, pérennité des solutions, cybersécurité, et gestion des biais algorithmiques. La conformité au European IA Act représente également un défi réglementaire majeur que les entreprises ne peuvent ignorer.</p><p>"Plus qu'une simple évolution technologique, l'IA représente une véritable révolution qui transforme profondément les métiers, les compétences techniques, et les modes opératoires dans l'immobilier comme ailleurs," observe un expert du secteur.</p><h3>Une approche tripartite : ambition, pragmatisme et prudence</h3><p>Les acteurs immobiliers les plus avancés dans leur transformation numérique développent des stratégies d'IA combinant trois dimensions essentielles :</p><ul><li><strong>Ambition</strong> : reconnaissance du potentiel transformateur de l'IA</li><li><strong>Pragmatisme</strong> : évaluation réaliste des conditions préalables au déploiement</li><li><strong>Prudence</strong> : mise en place d'une gouvernance rigoureuse et d'une gestion des risques adaptée</li></ul><p>Cette approche s'articule généralement autour de quatre axes stratégiques :</p><ol><li>Accélération de l'efficacité opérationnelle</li><li>Renforcement des dispositifs de gestion des risques</li><li>Amélioration de l'expérience client</li><li>Développement de nouvelles offres de services innovantes</li></ol><p>L'équilibre entre recherche de ROI et maîtrise des risques constitue le socle fondamental de ces stratégies d'IA dans l'immobilier.</p><h3>Défis techniques et éthiques : naviguer en eaux complexes</h3><p>La complexité technologique de l'IA exige des compétences spécialisées et une expertise pointue. Le cycle de vie complet d'une solution d'IA – du déploiement initial à l'amélioration continue – nécessite une approche structurée.</p><p>Les questions éthiques représentent un autre enjeu majeur. Les algorithmes d'IA peuvent perpétuer des biais préexistants, notamment dans le ciblage géographique ou socio-économique des clients potentiels. Ces biais, souvent hérités de données historiques incomplètes, risquent de générer des décisions discriminatoires affectant l'accès aux services et aux financements immobiliers.</p><p>Pour contrer ces risques, les entreprises doivent développer des modèles d'IA transparents et explicables, garantissant des décisions équitables et conformes aux régulations. L'absence de vigilance expose les acteurs à un double écueil : la reproduction d'inégalités systémiques et l'érosion de la confiance des utilisateurs.</p><h3>Méthodologie de déploiement : l'importance des fondamentaux</h3><p>Un déploiement réussi d'IA dans l'immobilier repose sur une méthodologie rigoureuse en trois temps :</p><ol><li><strong>Analyse ciblée des besoins métiers</strong> : identifier où l'IA peut créer une valeur tangible dans la gestion locative, la transaction, la promotion, ou l'asset management.</li><li><strong>Consolidation des données</strong> : cartographier et structurer les sources de données critiques (prix, historiques de transactions, tendances de marché, données énergétiques, comportements clients).</li><li><strong>Sélection technologique appropriée </strong>: choisir les modèles adaptés aux objectifs spécifiques, en veillant à leur empreinte énergétique et à leur conformité réglementaire (RGPD, AI Act).</li></ol><p>&nbsp;</p><p>&nbsp;</p><p><strong>Applications concrètes dans l'écosystème immobilier</strong></p><p>Les applications pratiques de l'IA se multiplient dans les différents segments du secteur immobilier :</p><ul><li><strong>Property development </strong>: détection automatisée d'opportunités foncières et optimisation des réponses aux appels d'offres</li><li><strong>Property management</strong> : modèles prédictifs anticipant le départ des occupants via l'analyse de signaux faibles</li><li><strong>Marketing immobilier</strong> : automatisation des campagnes et personnalisation de l'expérience client</li><li><strong>Administration</strong> : automatisation des tâches à faible valeur ajoutée</li><li><strong>Valorisation</strong> : modèles d'évaluation augmentés par l'IA</li></ul>"
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              Sulu\Component\Content\Compat\Property {#3195
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              Sulu\Component\Content\Compat\Property {#3192
                -metadata: Sulu\Component\Content\Compat\Metadata {#3150 …}
                -value: "<h2>Perspectives d'évolution : vers un immobilier augmenté par la data</h2><p>L'intégration de l'IA dans l'immobilier entraînera plusieurs transformations structurelles dans les années à venir :</p><ul><li>Développement de compétences en data science au sein même des équipes opérationnelles</li><li>Exploitation massive des données bâtimentaires en property management</li><li>Extension du BIM au-delà de la conception, vers une gestion dynamique du cycle de vie</li><li>Digitalisation croissante des processus décisionnels</li></ul><p>L'explosion des capteurs IoT et la multiplication des sources de données rendent l'IA indispensable pour structurer, analyser et valoriser cette masse d'informations à grande échelle.</p><p>Toutefois, avant que l'IA ne déploie tout son potentiel, le secteur doit d'abord révolutionner sa gestion des données fondamentales. Avec des informations complètes et qualifiées tout au long de la chaîne de valeur, il deviendra possible d'optimiser significativement la valeur de chaque mètre carré, au bénéfice de l'ensemble de l'écosystème immobilier.</p><p>La révolution est en marche, mais elle repose d'abord sur l'excellence des données qui l'alimentent.<br>&nbsp;</p>"
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            -settings: {#3206 …}
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Sulu\Component\Webspace\Analyzer\Attributes\RequestAttributes {#2086
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routeDocument 
Symfony\Component\Routing\Route {#2735
  -path: "/fr/actualites/l-ia-dans-l-immobilier-revolution-strategique-au-dela-du-simple-effet-de-mode"
  -host: ""
  -schemes: []
  -methods: []
  -defaults: [
    "_controller" => "Sulu\Bundle\WebsiteBundle\Controller\DefaultController::indexAction"
    "structure" => Sulu\Component\Content\Compat\Structure\PageBridge {#2734
      #structure: Sulu\Component\Content\Metadata\StructureMetadata {#2573 …}
      #inspector: Sulu\Bundle\DocumentManagerBundle\Bridge\DocumentInspector {#530 …}
      -loadedProperties: [
        "title" => Sulu\Component\Content\Compat\Property {#3100
          -metadata: Sulu\Component\Content\Compat\Metadata {#3097 …}
          -value: null
          -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
          #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3108 …}
          #types: []
          #properties: []
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          -mandatory: true
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              -name: "headline"
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              -metadata: Sulu\Component\Content\Compat\Metadata {#3098 …}
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          -tags: [
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          -colSpan: 12
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        "url" => Sulu\Component\Content\Compat\Property {#3109
          -metadata: Sulu\Component\Content\Compat\Metadata {#3110 …}
          -value: null
          -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
          #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3118 …}
          #types: []
          #properties: []
          -name: "url"
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          -mandatory: true
          -multilingual: true
          -maxOccurs: null
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            "sulu.rlp" => Sulu\Component\Content\Compat\PropertyTag {#3111
              -name: "sulu.rlp"
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          -colSpan: 12
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        "date" => Sulu\Component\Content\Compat\Property {#3119
          -metadata: Sulu\Component\Content\Compat\Metadata {#3120 …}
          -value: null
          -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
          #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3126 …}
          #types: []
          #properties: []
          -name: "date"
          -contentTypeName: "date"
          -mandatory: false
          -multilingual: true
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        "thumbImg" => Sulu\Component\Content\Compat\Property {#3129
          -metadata: Sulu\Component\Content\Compat\Metadata {#3130 …}
          -value: null
          -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
          #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3138 …}
          #types: []
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          -name: "thumbImg"
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          -params: [
            "types" => Sulu\Component\Content\Compat\PropertyParameter {#3127
              -name: "types"
              -value: "image"
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              -metadata: Sulu\Component\Content\Compat\Metadata {#3128 …}
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          ]
          -tags: []
          -colSpan: 6
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        "blocks" => Sulu\Component\Content\Compat\Block\BlockProperty {#3139
          -metadata: Sulu\Component\Content\Compat\Metadata {#3140 …}
          -value: null
          -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
          #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3196 …}
          #types: [
            "text" => Sulu\Component\Content\Compat\Block\BlockPropertyType {#3141
              -name: "text"
              -metadata: Sulu\Component\Content\Compat\Metadata {#3142 …}
              -childProperties: [
                Sulu\Component\Content\Compat\Property {#3143
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3144 …}
                  -value: null
                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
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                Sulu\Component\Content\Compat\Property {#3147
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3148 …}
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                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
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                  -params: [
                    "types" => Sulu\Component\Content\Compat\PropertyParameter {#3145
                      -name: "types"
                      -value: "image"
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                      -metadata: Sulu\Component\Content\Compat\Metadata {#3146 …}
                    }
                  ]
                  -tags: []
                  -colSpan: 12
                  #defaultTypeName: null
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                Sulu\Component\Content\Compat\Property {#3149
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3150 …}
                  -value: null
                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
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                  -name: "text2"
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                  -params: []
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              -settings: []
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            "news" => Sulu\Component\Content\Compat\Block\BlockPropertyType {#3151
              -name: "news"
              -metadata: Sulu\Component\Content\Compat\Metadata {#3152 …}
              -childProperties: [
                Sulu\Component\Content\Compat\Property {#3153
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3154 …}
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                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
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                  -name: "other_news_title"
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                Sulu\Component\Content\Compat\Property {#3161
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3162 …}
                  -value: null
                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
                  #types: []
                  #properties: []
                  -name: "news"
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                  -mandatory: false
                  -multilingual: true
                  -maxOccurs: null
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                  -params: [
                    "provider" => Sulu\Component\Content\Compat\PropertyParameter {#3155
                      -name: "provider"
                      -value: "pages"
                      -type: "string"
                      -metadata: Sulu\Component\Content\Compat\Metadata {#3156 …}
                    }
                    "news" => Sulu\Component\Content\Compat\PropertyParameter {#3159
                      -name: "news"
                      -value: [
                        "title" => Sulu\Component\Content\Compat\PropertyParameter {#3157
                          -name: "title"
                          -value: "title"
                          -type: "string"
                          -metadata: Sulu\Component\Content\Compat\Metadata {#3158 …}
                        }
                      ]
                      -type: "collection"
                      -metadata: Sulu\Component\Content\Compat\Metadata {#3160 …}
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                  ]
                  -tags: []
                  -colSpan: 12
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              ]
              -settings: []
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          ]
          #properties: [
            Sulu\Component\Content\Compat\Block\BlockPropertyType {#3197
              -name: "text"
              -metadata: Sulu\Component\Content\Compat\Metadata {#3142 …}
              -childProperties: [
                Sulu\Component\Content\Compat\Property {#3194
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3144 …}
                  -value: "<h2><strong>L'IA dans l'immobilier</strong></h2><p>Les entreprises du secteur immobilier doivent désormais naviguer dans un écosystème technologique en pleine ébullition. L'intelligence artificielle s'impose comme un vecteur de transformation majeur, mais son intégration requiert méthode et vision stratégique.</p><h3><strong>Entre enthousiasme débordant et réalité opérationnelle</strong></h3><p>Le secteur immobilier connaît actuellement une vague d'enthousiasme sans précédent autour des technologies d'intelligence artificielle. Cette effervescence, bien que motrice d'innovation, s'accompagne parfois d'attentes démesurées et d'une sous-estimation des défis d'implémentation.</p><p>Au-delà des promesses marketing, les professionnels lucides du secteur insistent sur les questions cruciales mais souvent négligées : résilience des systèmes, pérennité des solutions, cybersécurité, et gestion des biais algorithmiques. La conformité au European IA Act représente également un défi réglementaire majeur que les entreprises ne peuvent ignorer.</p><p>"Plus qu'une simple évolution technologique, l'IA représente une véritable révolution qui transforme profondément les métiers, les compétences techniques, et les modes opératoires dans l'immobilier comme ailleurs," observe un expert du secteur.</p><h3>Une approche tripartite : ambition, pragmatisme et prudence</h3><p>Les acteurs immobiliers les plus avancés dans leur transformation numérique développent des stratégies d'IA combinant trois dimensions essentielles :</p><ul><li><strong>Ambition</strong> : reconnaissance du potentiel transformateur de l'IA</li><li><strong>Pragmatisme</strong> : évaluation réaliste des conditions préalables au déploiement</li><li><strong>Prudence</strong> : mise en place d'une gouvernance rigoureuse et d'une gestion des risques adaptée</li></ul><p>Cette approche s'articule généralement autour de quatre axes stratégiques :</p><ol><li>Accélération de l'efficacité opérationnelle</li><li>Renforcement des dispositifs de gestion des risques</li><li>Amélioration de l'expérience client</li><li>Développement de nouvelles offres de services innovantes</li></ol><p>L'équilibre entre recherche de ROI et maîtrise des risques constitue le socle fondamental de ces stratégies d'IA dans l'immobilier.</p><h3>Défis techniques et éthiques : naviguer en eaux complexes</h3><p>La complexité technologique de l'IA exige des compétences spécialisées et une expertise pointue. Le cycle de vie complet d'une solution d'IA – du déploiement initial à l'amélioration continue – nécessite une approche structurée.</p><p>Les questions éthiques représentent un autre enjeu majeur. Les algorithmes d'IA peuvent perpétuer des biais préexistants, notamment dans le ciblage géographique ou socio-économique des clients potentiels. Ces biais, souvent hérités de données historiques incomplètes, risquent de générer des décisions discriminatoires affectant l'accès aux services et aux financements immobiliers.</p><p>Pour contrer ces risques, les entreprises doivent développer des modèles d'IA transparents et explicables, garantissant des décisions équitables et conformes aux régulations. L'absence de vigilance expose les acteurs à un double écueil : la reproduction d'inégalités systémiques et l'érosion de la confiance des utilisateurs.</p><h3>Méthodologie de déploiement : l'importance des fondamentaux</h3><p>Un déploiement réussi d'IA dans l'immobilier repose sur une méthodologie rigoureuse en trois temps :</p><ol><li><strong>Analyse ciblée des besoins métiers</strong> : identifier où l'IA peut créer une valeur tangible dans la gestion locative, la transaction, la promotion, ou l'asset management.</li><li><strong>Consolidation des données</strong> : cartographier et structurer les sources de données critiques (prix, historiques de transactions, tendances de marché, données énergétiques, comportements clients).</li><li><strong>Sélection technologique appropriée </strong>: choisir les modèles adaptés aux objectifs spécifiques, en veillant à leur empreinte énergétique et à leur conformité réglementaire (RGPD, AI Act).</li></ol><p>&nbsp;</p><p>&nbsp;</p><p><strong>Applications concrètes dans l'écosystème immobilier</strong></p><p>Les applications pratiques de l'IA se multiplient dans les différents segments du secteur immobilier :</p><ul><li><strong>Property development </strong>: détection automatisée d'opportunités foncières et optimisation des réponses aux appels d'offres</li><li><strong>Property management</strong> : modèles prédictifs anticipant le départ des occupants via l'analyse de signaux faibles</li><li><strong>Marketing immobilier</strong> : automatisation des campagnes et personnalisation de l'expérience client</li><li><strong>Administration</strong> : automatisation des tâches à faible valeur ajoutée</li><li><strong>Valorisation</strong> : modèles d'évaluation augmentés par l'IA</li></ul>"
                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
                  #types: []
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                  -name: "text1"
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                  -mandatory: false
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                  -maxOccurs: null
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                Sulu\Component\Content\Compat\Property {#3195
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3148 …}
                  -value: [
                    "id" => 32
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                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
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                  -name: "image"
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                  -mandatory: false
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                }
                Sulu\Component\Content\Compat\Property {#3192
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3150 …}
                  -value: "<h2>Perspectives d'évolution : vers un immobilier augmenté par la data</h2><p>L'intégration de l'IA dans l'immobilier entraînera plusieurs transformations structurelles dans les années à venir :</p><ul><li>Développement de compétences en data science au sein même des équipes opérationnelles</li><li>Exploitation massive des données bâtimentaires en property management</li><li>Extension du BIM au-delà de la conception, vers une gestion dynamique du cycle de vie</li><li>Digitalisation croissante des processus décisionnels</li></ul><p>L'explosion des capteurs IoT et la multiplication des sources de données rendent l'IA indispensable pour structurer, analyser et valoriser cette masse d'informations à grande échelle.</p><p>Toutefois, avant que l'IA ne déploie tout son potentiel, le secteur doit d'abord révolutionner sa gestion des données fondamentales. Avec des informations complètes et qualifiées tout au long de la chaîne de valeur, il deviendra possible d'optimiser significativement la valeur de chaque mètre carré, au bénéfice de l'ensemble de l'écosystème immobilier.</p><p>La révolution est en marche, mais elle repose d'abord sur l'excellence des données qui l'alimentent.<br>&nbsp;</p>"
                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
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                }
              ]
              -settings: {#3202 …}
            }
            Sulu\Component\Content\Compat\Block\BlockPropertyType {#3193
              -name: "news"
              -metadata: Sulu\Component\Content\Compat\Metadata {#3152 …}
              -childProperties: [
                Sulu\Component\Content\Compat\Property {#3274
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3154 …}
                  -value: "Autres articles"
                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
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                Sulu\Component\Content\Compat\Property {#3275
                  -metadata: Sulu\Component\Content\Compat\Metadata {#3162 …}
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                    "presentAs" => null
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                    "websiteTags" => []
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                    "websiteCategoriesOperator" => "OR"
                    "page" => 1
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                  -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
                  #propertyValue: null
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                  -params: [
                    "provider" => Sulu\Component\Content\Compat\PropertyParameter {#3155}
                    "news" => Sulu\Component\Content\Compat\PropertyParameter {#3159}
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                  -tags: []
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              -settings: {#3206 …}
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          -name: "blocks"
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      #locale: null
      -propertyFactory: Sulu\Component\Content\Compat\Structure\LegacyPropertyFactory {#1515 …}
      #document: Sulu\Bundle\PageBundle\Document\PageDocument {#2325 …}
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    "partial" => false
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  -requirements: []
  -options: [
    "compiler_class" => "Symfony\Component\Routing\RouteCompiler"
    "utf8" => true
  ]
  -condition: ""
  -compiled: Symfony\Component\Routing\CompiledRoute {#2739 …}
}
structure 
Sulu\Component\Content\Compat\Structure\PageBridge {#2734
  #structure: Sulu\Component\Content\Metadata\StructureMetadata {#2573 …}
  #inspector: Sulu\Bundle\DocumentManagerBundle\Bridge\DocumentInspector {#530 …}
  -loadedProperties: [
    "title" => Sulu\Component\Content\Compat\Property {#3100
      -metadata: Sulu\Component\Content\Compat\Metadata {#3097 …}
      -value: null
      -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
      #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3108 …}
      #types: []
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      -mandatory: true
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      -maxOccurs: null
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      -params: [
        "headline" => Sulu\Component\Content\Compat\PropertyParameter {#3072
          -name: "headline"
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    "url" => Sulu\Component\Content\Compat\Property {#3109
      -metadata: Sulu\Component\Content\Compat\Metadata {#3110 …}
      -value: null
      -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
      #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3118 …}
      #types: []
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      -name: "url"
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      -colSpan: 12
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    "date" => Sulu\Component\Content\Compat\Property {#3119
      -metadata: Sulu\Component\Content\Compat\Metadata {#3120 …}
      -value: null
      -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
      #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3126 …}
      #types: []
      #properties: []
      -name: "date"
      -contentTypeName: "date"
      -mandatory: false
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      -maxOccurs: null
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    "thumbImg" => Sulu\Component\Content\Compat\Property {#3129
      -metadata: Sulu\Component\Content\Compat\Metadata {#3130 …}
      -value: null
      -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
      #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3138 …}
      #types: []
      #properties: []
      -name: "thumbImg"
      -contentTypeName: "single_media_selection"
      -mandatory: false
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      -maxOccurs: null
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      -params: [
        "types" => Sulu\Component\Content\Compat\PropertyParameter {#3127
          -name: "types"
          -value: "image"
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          -metadata: Sulu\Component\Content\Compat\Metadata {#3128 …}
        }
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      -tags: []
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    "blocks" => Sulu\Component\Content\Compat\Block\BlockProperty {#3139
      -metadata: Sulu\Component\Content\Compat\Metadata {#3140 …}
      -value: null
      -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
      #propertyValue: Sulu\Component\Content\Document\Structure\PropertyValue {#3196 …}
      #types: [
        "text" => Sulu\Component\Content\Compat\Block\BlockPropertyType {#3141
          -name: "text"
          -metadata: Sulu\Component\Content\Compat\Metadata {#3142 …}
          -childProperties: [
            Sulu\Component\Content\Compat\Property {#3143
              -metadata: Sulu\Component\Content\Compat\Metadata {#3144 …}
              -value: null
              -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
              #propertyValue: null
              #types: []
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              -name: "text1"
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            Sulu\Component\Content\Compat\Property {#3147
              -metadata: Sulu\Component\Content\Compat\Metadata {#3148 …}
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              #propertyValue: null
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                "types" => Sulu\Component\Content\Compat\PropertyParameter {#3145
                  -name: "types"
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            Sulu\Component\Content\Compat\Property {#3149
              -metadata: Sulu\Component\Content\Compat\Metadata {#3150 …}
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              -structure: Sulu\Component\Content\Compat\Structure\PageBridge {#2734}
              #propertyValue: null
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              -value: "<h2><strong>L'IA dans l'immobilier</strong></h2><p>Les entreprises du secteur immobilier doivent désormais naviguer dans un écosystème technologique en pleine ébullition. L'intelligence artificielle s'impose comme un vecteur de transformation majeur, mais son intégration requiert méthode et vision stratégique.</p><h3><strong>Entre enthousiasme débordant et réalité opérationnelle</strong></h3><p>Le secteur immobilier connaît actuellement une vague d'enthousiasme sans précédent autour des technologies d'intelligence artificielle. Cette effervescence, bien que motrice d'innovation, s'accompagne parfois d'attentes démesurées et d'une sous-estimation des défis d'implémentation.</p><p>Au-delà des promesses marketing, les professionnels lucides du secteur insistent sur les questions cruciales mais souvent négligées : résilience des systèmes, pérennité des solutions, cybersécurité, et gestion des biais algorithmiques. La conformité au European IA Act représente également un défi réglementaire majeur que les entreprises ne peuvent ignorer.</p><p>"Plus qu'une simple évolution technologique, l'IA représente une véritable révolution qui transforme profondément les métiers, les compétences techniques, et les modes opératoires dans l'immobilier comme ailleurs," observe un expert du secteur.</p><h3>Une approche tripartite : ambition, pragmatisme et prudence</h3><p>Les acteurs immobiliers les plus avancés dans leur transformation numérique développent des stratégies d'IA combinant trois dimensions essentielles :</p><ul><li><strong>Ambition</strong> : reconnaissance du potentiel transformateur de l'IA</li><li><strong>Pragmatisme</strong> : évaluation réaliste des conditions préalables au déploiement</li><li><strong>Prudence</strong> : mise en place d'une gouvernance rigoureuse et d'une gestion des risques adaptée</li></ul><p>Cette approche s'articule généralement autour de quatre axes stratégiques :</p><ol><li>Accélération de l'efficacité opérationnelle</li><li>Renforcement des dispositifs de gestion des risques</li><li>Amélioration de l'expérience client</li><li>Développement de nouvelles offres de services innovantes</li></ol><p>L'équilibre entre recherche de ROI et maîtrise des risques constitue le socle fondamental de ces stratégies d'IA dans l'immobilier.</p><h3>Défis techniques et éthiques : naviguer en eaux complexes</h3><p>La complexité technologique de l'IA exige des compétences spécialisées et une expertise pointue. Le cycle de vie complet d'une solution d'IA – du déploiement initial à l'amélioration continue – nécessite une approche structurée.</p><p>Les questions éthiques représentent un autre enjeu majeur. Les algorithmes d'IA peuvent perpétuer des biais préexistants, notamment dans le ciblage géographique ou socio-économique des clients potentiels. Ces biais, souvent hérités de données historiques incomplètes, risquent de générer des décisions discriminatoires affectant l'accès aux services et aux financements immobiliers.</p><p>Pour contrer ces risques, les entreprises doivent développer des modèles d'IA transparents et explicables, garantissant des décisions équitables et conformes aux régulations. L'absence de vigilance expose les acteurs à un double écueil : la reproduction d'inégalités systémiques et l'érosion de la confiance des utilisateurs.</p><h3>Méthodologie de déploiement : l'importance des fondamentaux</h3><p>Un déploiement réussi d'IA dans l'immobilier repose sur une méthodologie rigoureuse en trois temps :</p><ol><li><strong>Analyse ciblée des besoins métiers</strong> : identifier où l'IA peut créer une valeur tangible dans la gestion locative, la transaction, la promotion, ou l'asset management.</li><li><strong>Consolidation des données</strong> : cartographier et structurer les sources de données critiques (prix, historiques de transactions, tendances de marché, données énergétiques, comportements clients).</li><li><strong>Sélection technologique appropriée </strong>: choisir les modèles adaptés aux objectifs spécifiques, en veillant à leur empreinte énergétique et à leur conformité réglementaire (RGPD, AI Act).</li></ol><p>&nbsp;</p><p>&nbsp;</p><p><strong>Applications concrètes dans l'écosystème immobilier</strong></p><p>Les applications pratiques de l'IA se multiplient dans les différents segments du secteur immobilier :</p><ul><li><strong>Property development </strong>: détection automatisée d'opportunités foncières et optimisation des réponses aux appels d'offres</li><li><strong>Property management</strong> : modèles prédictifs anticipant le départ des occupants via l'analyse de signaux faibles</li><li><strong>Marketing immobilier</strong> : automatisation des campagnes et personnalisation de l'expérience client</li><li><strong>Administration</strong> : automatisation des tâches à faible valeur ajoutée</li><li><strong>Valorisation</strong> : modèles d'évaluation augmentés par l'IA</li></ul>"
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              -value: "<h2>Perspectives d'évolution : vers un immobilier augmenté par la data</h2><p>L'intégration de l'IA dans l'immobilier entraînera plusieurs transformations structurelles dans les années à venir :</p><ul><li>Développement de compétences en data science au sein même des équipes opérationnelles</li><li>Exploitation massive des données bâtimentaires en property management</li><li>Extension du BIM au-delà de la conception, vers une gestion dynamique du cycle de vie</li><li>Digitalisation croissante des processus décisionnels</li></ul><p>L'explosion des capteurs IoT et la multiplication des sources de données rendent l'IA indispensable pour structurer, analyser et valoriser cette masse d'informations à grande échelle.</p><p>Toutefois, avant que l'IA ne déploie tout son potentiel, le secteur doit d'abord révolutionner sa gestion des données fondamentales. Avec des informations complètes et qualifiées tout au long de la chaîne de valeur, il deviendra possible d'optimiser significativement la valeur de chaque mètre carré, au bénéfice de l'ensemble de l'écosystème immobilier.</p><p>La révolution est en marche, mais elle repose d'abord sur l'excellence des données qui l'alimentent.<br>&nbsp;</p>"
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Session 6

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Created 
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6 Usages
Stateless check enabled
Usage
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    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 216
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 204
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/Kernel.php"
    "line" => 182
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    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/public/index.php"
    "line" => 69
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
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]
Symfony\Component\HttpKernel\DataCollector\RequestDataCollector:69
Show trace 
[
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/DataCollector/RequestDataCollector.php"
    "line" => 69
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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  [
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    "function" => "collect"
    "class" => "Symfony\Component\HttpKernel\DataCollector\RequestDataCollector"
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    "line" => 102
    "function" => "collect"
    "class" => "Symfony\Component\HttpKernel\Profiler\Profiler"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 246
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\HttpKernel\EventListener\ProfilerListener"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 206
    "function" => "Symfony\Component\EventDispatcher\{closure}"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "::"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 216
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 204
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
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  [
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  [
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]
Symfony\Component\HttpKernel\DataCollector\RequestDataCollector:70
Show trace 
[
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    "function" => "Symfony\Component\EventDispatcher\{closure}"
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    "type" => "::"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 216
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 204
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
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    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/Kernel.php"
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    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/public/index.php"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
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]
Symfony\Component\HttpKernel\DataCollector\RequestDataCollector:71
Show trace 
[
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/DataCollector/RequestDataCollector.php"
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    "function" => "all"
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  [
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    "class" => "Symfony\Component\HttpKernel\DataCollector\RequestDataCollector"
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    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/EventListener/ProfilerListener.php"
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    "function" => "collect"
    "class" => "Symfony\Component\HttpKernel\Profiler\Profiler"
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    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 246
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\HttpKernel\EventListener\ProfilerListener"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 206
    "function" => "Symfony\Component\EventDispatcher\{closure}"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "::"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 216
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 204
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/Kernel.php"
    "line" => 182
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/public/index.php"
    "line" => 69
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
]
Symfony\Component\HttpKernel\DataCollector\RequestDataCollector:72
Show trace 
[
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/DataCollector/RequestDataCollector.php"
    "line" => 72
    "function" => "getFlashBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/Profiler/Profiler.php"
    "line" => 158
    "function" => "collect"
    "class" => "Symfony\Component\HttpKernel\DataCollector\RequestDataCollector"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/EventListener/ProfilerListener.php"
    "line" => 102
    "function" => "collect"
    "class" => "Symfony\Component\HttpKernel\Profiler\Profiler"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 246
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\HttpKernel\EventListener\ProfilerListener"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 206
    "function" => "Symfony\Component\EventDispatcher\{closure}"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "::"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 216
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 204
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/vendor/symfony/http-kernel/Kernel.php"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/public/index.php"
    "line" => 69
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
ANTHROPIC_API_KEY 
"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"
APP_ENV 
"dev"
APP_SECRET 
"$ecretf0rt3st"
BACK_BASE_URL 
"https://storm.ewm.dev"
DATABASE_URL 
"mysql://dv36i_storm:L-WwU!V2ls!05@127.0.0.1:3306/dv36i_storm?serverVersion=mariadb-10.4.27&charset=utf8mb4"
DOMAIN_NAME 
"http://localhost:8799"
EMAIL_FROM 
"noreply@ewm.swiss"
EMAIL_NAME 
"STORM"
FRANCE_TRAVAIL_CLIENT_ID 
"PAR_ewmdev_4464629c0031eff31bc3114dd7300c54176b06f645babe1f1079c5d00cd1ed7d"
FRANCE_TRAVAIL_CLIENT_SECRET 
"4362880bdb7c1e31aa6550c2791dece36d9cee2097d75333d28d7e2417c11460"
FRONT_BASE_URL 
"https://storm-landlords-platform.ewm.dev"
GOOGLE_MAP_API_KEY 
"AIzaSyB76vRIRrSY9LariuTihwjBw3Lse-frXnE"
INSEE_API_KEY 
"ab3d886a-55d3-4c58-bd88-6a55d3ec581f"
ISOCHRONES_API_KEY 
"5b3ce3597851110001cf6248962899fc65a746ed87ba2e7d3185f14a"
JWT_PASSPHRASE 
""
JWT_PUBLIC_KEY 
"%kernel.project_dir%/config/jwt/public.pem"
JWT_SECRET_KEY 
"%kernel.project_dir%/config/jwt/private.pem"
LOCK_DSN 
"flock"
MAILER_DSN 
"smtp://noreply@ewm.swiss:bb%23d___T27LQ22bb%23dbb%23d@mail.infomaniak.com"
MAILER_FROM 
"sb@ewm.swiss"
MAILER_TO 
"sb@ewm.swiss"
MESSENGER_TRANSPORT_DSN 
"doctrine://default?auto_setup=0"
NEWSLETTER_API_KEY 
"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"
PROVIDER_API_KEY 
"A7f#L9x@Pq3!Zw2T"
PROVIDER_BASE_URL 
"https://storm-sp-platform.ewm.dev/api"
RECAPTCHA_SECRET_KEY 
"6LeCGAQoAAAAAGitW_SIXa0Jx3Hy8hThYrGbYfFe"
RECAPTCHA_SITE_KEY 
"6LeCGAQoAAAAAOF1qFyxx3w1LhmCKsdADbtWqrrF"
SULU_ADMIN_EMAIL 
"sulu@sulu.com"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
CONTEXT_DOCUMENT_ROOT 
"/home/clients/14b5397f746691c6b08ec948889ec1dd/.config/apache/storm.ewm.dev/.fpm/"
CONTEXT_PREFIX 
"/.fpm/"
DOCUMENT_ROOT 
"/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/public"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_HOST 
"storm.ewm.dev"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_X_FORWARDED_PROTO 
"https"
ORIG_PATH_INFO 
"/index.php"
ORIG_PATH_TRANSLATED 
"/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/public/index.php"
ORIG_SCRIPT_FILENAME 
"/home/clients/14b5397f746691c6b08ec948889ec1dd/.config/apache/storm.ewm.dev/.fpm/php5.external"
ORIG_SCRIPT_NAME 
"/.fpm/php5.external"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
PHP_SELF 
"/index.php"
PHP_VERSION 
"8.2"
QUERY_STRING 
""
REDIRECT_HANDLER 
"php5-fcgi"
REDIRECT_HTTPS 
"on"
REDIRECT_PHP_VERSION 
"8.2"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PHP_VERSION 
"8.2"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://storm.ewm.dev/fr/actualites/l-ia-dans-l-immobilier-revolution-strategique-au-dela-du-simple-effet-de-mode"
REDIRECT_REDIRECT_SCRIPT_URL 
"/fr/actualites/l-ia-dans-l-immobilier-revolution-strategique-au-dela-du-simple-effet-de-mode"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"aWZb35fhRz3SfJNfPgYcqgAAAKQ"
REDIRECT_SCRIPT_URI 
"https://storm.ewm.dev/fr/actualites/l-ia-dans-l-immobilier-revolution-strategique-au-dela-du-simple-effet-de-mode"
REDIRECT_SCRIPT_URL 
"/fr/actualites/l-ia-dans-l-immobilier-revolution-strategique-au-dela-du-simple-effet-de-mode"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"aWZb35fhRz3SfJNfPgYcqgAAAKQ"
REDIRECT_URL 
"/index.php"
REMOTE_ADDR 
"216.73.216.106"
REMOTE_PORT 
"53404"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1768315871
REQUEST_TIME_FLOAT 
1768315871.8861
REQUEST_URI 
"/fr/actualites/l-ia-dans-l-immobilier-revolution-strategique-au-dela-du-simple-effet-de-mode"
SCRIPT_FILENAME 
"/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/public/index.php"
SCRIPT_NAME 
"/index.php"
SCRIPT_URI 
"https://storm.ewm.dev/fr/actualites/l-ia-dans-l-immobilier-revolution-strategique-au-dela-du-simple-effet-de-mode"
SCRIPT_URL 
"/fr/actualites/l-ia-dans-l-immobilier-revolution-strategique-au-dela-du-simple-effet-de-mode"
SERVER_ADDR 
"127.0.0.80"
SERVER_ADMIN 
"webmaster@ewm.dev"
SERVER_NAME 
"storm.ewm.dev"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
""
SERVER_SOFTWARE 
"Apache"
SYMFONY_DOTENV_PATH 
"/home/clients/14b5397f746691c6b08ec948889ec1dd/var/www/storm-be/.env"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,LOCK_DSN,DATABASE_URL,SULU_ADMIN_EMAIL,MAILER_TO,MAILER_FROM,DOMAIN_NAME,RECAPTCHA_SECRET_KEY,RECAPTCHA_SITE_KEY,GOOGLE_MAP_API_KEY,NEWSLETTER_API_KEY,INSEE_API_KEY,PROVIDER_API_KEY,PROVIDER_BASE_URL,ISOCHRONES_API_KEY,JWT_SECRET_KEY,JWT_PUBLIC_KEY,JWT_PASSPHRASE,ANTHROPIC_API_KEY,MESSENGER_TRANSPORT_DSN,BACK_BASE_URL,FRONT_BASE_URL,MAILER_DSN,EMAIL_FROM,EMAIL_NAME,FRANCE_TRAVAIL_CLIENT_ID,FRANCE_TRAVAIL_CLIENT_SECRET"
TEMP 
"/home/clients/14b5397f746691c6b08ec948889ec1dd/tmp"
TMP 
"/home/clients/14b5397f746691c6b08ec948889ec1dd/tmp"
TMPDIR 
"/home/clients/14b5397f746691c6b08ec948889ec1dd/tmp"
UNIQUE_ID 
"aWZb35fhRz3SfJNfPgYcqgAAAKQ"