Consulting firm AI exposure assessment

Problem: a 30-person consulting firm used ChatGPT, Copilot and various AI tools extensively without framework or traceability. Solution: complete AI exposure assessment (declared and undeclared uses), risk analysis (client confidentiality, AI Act compliance), and framework recommendations. Result: formalised AI usage policy, 3 tools replaced by sovereign alternatives. This case study details the context, architecture choices, delivery steps, observed outcomes and follow-up criteria agreed with the client. Powehi documente les décisions, les contraintes de sécurité, la méthode de déploiement, les indicateurs de réussite, les enseignements et les prochaines étapes afin que chaque exemple puisse être comparé à une situation réelle de PME.