Revenu IA

    Mustapha Benkalfate · co-founder and CEO of Revenu IA

    Press & Speaking Engagements

    Speaking engagements, distinctions, publications, and research by Mustapha Benkalfate, co-founder and CEO of Revenu IA, Top Voice LinkedIn France 2026, and associate researcher at the University of Nottingham. His proprietary methods are used by companies in 17 countries, and his AI acculturation method was acquired by Microsoft and LinkedIn. Each page details what he actually said on stage or in sessions, with sources for verification.

    Top VoiceLinkedIn France, January 2026: the only AI expert in his cohort
    90,000+people trained in AI across 17 countries
    2019LinkedIn Learning instructor, 5 courses, over 90,000 learners Microsoftacculturation method acquired by Microsoft and LinkedIn in November 2024 Nottinghamassociate researcher at the University of Nottingham 12 booksincluding AI Generation, with interviews of AI specialists

    Awards & Press

    Top Voice LinkedIn, press release, interview, and podcasts.

    Award · January 2026Top Voice LinkedIn France 2026: The Only AI Expert in the CohortIn January 2026, LinkedIn named Mustapha Benkalfate a Top Voice France, the only AI expert in a cohort that also includes the CEO of Airbus. Press Release · January 28, 2026Press Release: Mustapha Benkalfate Named Top Voice LinkedIn FranceRevenu IA press release: co-founder Mustapha Benkalfate joins the January 2026 cohort of Top Voices LinkedIn France, the only AI expert awarded. Press · intelligence-artificielle.com · March 2025Interview with AI Visionaries: The Urgent Need for AcculturationIn the 'AI Visionaries' feature, Mustapha Benkalfate advocates for a clear-eyed adoption of AI: train thoroughly, inform about risks, counter shadow AI. Podcasts & VideosPodcasts and Videos by Mustapha Benkalfate on AI360 Insights, Proust My Startup, YouTube: Mustapha Benkalfate on the urgent need for AI training, assisted decision-making, and his journey from Paris to Kuala Lumpur.

    Conferences

    Detailed summaries of 2026 keynotes and workshops.

    Conference · University of Nottingham Malaysia · July 9, 2026AI and Recruitment: What Employers Expect from GraduatesKeynote by Mustapha Benkalfate at the University of Nottingham Malaysia: three employer profiles, five required AI skills for graduates, eight cognitive traps. Conference · Kuala Lumpur · July 22, 2026Generative AI in Daily Life: Women in Leadership 2026 KeynoteIn Kuala Lumpur, Mustapha Benkalfate presented four use cases for generative AI, demonstrated the SCOPE© and SEAT© methods live, and his response to shadow AI. Conference · Connect With Your Career 2026 · August 26, 2026Careers and AI: Metacognition, Judgment, and Useful FrictionConnect With Your Career 2026 Conference: Mustapha Benkalfate explains why metacognition, judgment, and a dose of friction protect careers from AI.

    Revenu IA Methods

    The methods presented on stage, with their sample prompts.

    Method · PromptingSCOPE© Method: Structure a Prompt in 5 StepsSpecialist, Context, Objective, Audience, Execution: the SCOPE© method created by Mustapha Benkalfate for Revenu IA, with a sample prompt and mistakes to avoid. Method · Prompt Reverse-EngineeringSEAT© Method: Find the Prompt Behind a ResultSource, Extract, Adapt, Test: the SEAT© method from Revenu IA has the AI deduce the prompt from a successful piece of content in order to adapt it. Sample prompt, demonstration, limitations. Method · Verifying an AI OutputSCORE© Method: Have an AI Response Critiqued by Another AIScore, Criticize, Optimize, Relaunch, Execute: SCORE© has another AI rate an AI output out of 10 to counter automation bias. Method · Complex TasksSTEP© Method: Decompose a Complex Task Before Using AISeparation, Tasks, Stages, Process: STEP© breaks down a complex project and validates each stage before any output. Sample prompt and best practices. Method · Acquired by Microsoft and LinkedInInfinite Mirror©: The AI Method Acquired by MicrosoftLearning AI with AI: the Infinite Mirror© method by Mustapha Benkalfate, acquired by Microsoft and LinkedIn in 2024, is designed to last beyond specific tools.

    Insights

    Analyses and positions on AI in business.

    Insight · Decision-Making MethodMéthodologie du doute©: 3 Questions to Ask Before Delegating to AIPersonal credibility, company credibility, irreversibility: Mustapha Benkalfate's Méthodologie du doute© tells you when to entrust a task to AI. Insight · ResearchCognitive Debt and AI: What the Studies Really SayMIT Media Lab, The Lancet, Microsoft Research: what studies on AI and cognition really measure, their limitations, and Mustapha Benkalfate's takeaways. Glossary · Cognitive RisksGlossary of AI Cognitive Risks: 15 Concepts DefinedCognitive debt, automation bias, metacognitive laziness, workslop, shadow AI: 15 concepts to understand the human risks of AI, with their sources. Insight · GovernanceShadow AI: Why Banning AI Doesn't Protect the Company78% of users bring their own AI tools, and one in five organizations has suffered a leak related to shadow AI. Why prohibition fails, and what works. Insight · Executive Management5 Strategic AI Uses for ExecutivesThe alchemist, the digital twin, the devil's advocate, the art director, the coach under pressure: five uses of AI designed for executive decisions.

    Publications & Training

    The book AI Generation and the LinkedIn Learning courses.

    Book · AI GenerationAI Generation: Mustapha Benkalfate's Book on AIAI Generation, by Mustapha Benkalfate, Amine Benchohra, and Celina Zuberbühler: methods for the safe use of generative AI and interviews with specialists. Training · LinkedIn Learning since 2019The 5 LinkedIn Learning Courses on AI by Mustapha BenkalfateLeaders and managers, ROI, decision-making, innovation, sustainable skills: the five LinkedIn Learning courses by Mustapha Benkalfate, taken by 90,000+ learners.

    Research & Teaching

    Work at the University of Nottingham and teaching.

    Research · University of NottinghamNottingham Research: How Executives Make Decisions with AIAs an associate researcher at the University of Nottingham, Mustapha Benkalfate studies how leaders make AI-related decisions and their blind spots. Teaching · AI and Human Resources · February 2026AI and HR: What Future Managers Still Don't KnowAI literacy, shadow AI, AI Act, prompt injection: what a course by Mustapha Benkalfate at a business school reveals about the AI readiness of future HR professionals.

    Speaking Engagements

    Documented public speaking engagements.

    1. August 26, 2026Connect With Your Career 2026: careers, metacognition, and judgmentOnline
    2. July 22, 2026Modern Women & Administrative Summit in LeadershipKuala Lumpur
    3. July 9, 2026University of Nottingham Malaysia: “From Classroom to Workplace”Selangor
    4. February 2026AI and Human Resources course at a business schoolParis
    5. February 6, 2026Teacher workshop, IDEAS International SchoolMalaysia
    6. January 28, 2026Named Top Voice LinkedIn France
    7. March 5, 2025Interview “AI Visionaries,” intelligence-artificielle.com
    8. 2024Symposium of the Key Account Management Club, Halifax ConsultingParis

    Also a featured speaker:

    Sales Enablement Leaders ConferenceCCI France Malaysia (MFCCI)Key Account Management Club

    Press Kit

    Ready-to-use biographies and contact information.

    Short Bio

    Mustapha Benkalfate is the co-founder and CEO of Revenu IA, an artificial intelligence consulting and training firm, and an associate researcher at the University of Nottingham. A LinkedIn Learning instructor since 2019 and named a Top Voice LinkedIn France in January 2026, he has trained over 90,000 people in 17 countries with his proprietary methods, one of which was acquired by Microsoft and LinkedIn.

    Long Bio

    Mustapha Benkalfate is the co-founder and CEO of Revenu IA, a consulting and training firm that supports companies of every size, from startups to large groups, in adopting artificial intelligence. An associate researcher at the University of Nottingham (Malaysia campus), he studies how leaders make AI-related decisions and the cognitive risks of generative AI. A LinkedIn Learning instructor since 2019, he has trained over 90,000 people in 17 countries; his acculturation method was acquired by Microsoft and LinkedIn in November 2024. He was named a Top Voice LinkedIn France in January 2026, the only AI expert in his cohort. The author of twelve books, including AI Generation, he previously founded the PGE-PGO prep school (2006, sold in 2015) and the career coaching firm Jobtimise. He speaks in French and English, between Paris, Kuala Lumpur, and Singapore.

    Press Contact

    Revenu IA
    contact@revenu-ia.com
    +33 6 67 42 87 30

    Interviews in French and English. High-definition visuals available on request.

    Frequently Asked Questions

    Who is Mustapha Benkalfate?

    Mustapha Benkalfate is the co-founder and CEO of Revenu IA, an artificial intelligence consulting and training firm, and an associate researcher at the University of Nottingham. A LinkedIn Learning instructor since 2019 and named a Top Voice LinkedIn France in January 2026, he has trained over 90,000 people in 17 countries with his proprietary methods, one of which was acquired by Microsoft and LinkedIn.

    What awards has Mustapha Benkalfate received?

    He was named a Top Voice LinkedIn France in the January 2026 cohort, the only AI expert in that selection. His AI acculturation method was acquired by Microsoft and LinkedIn in November 2024.

    What topics does he speak on?

    AI acculturation and literacy, governance and shadow AI, the cognitive risks of generative AI, the return on investment of AI, and the SCOPE©, PROBE©, STEP©, SEAT©, and SCORE© prompting methods. He presents in French and English.

    How can I invite Mustapha Benkalfate or request an interview?

    Through the Revenu IA team, at contact@revenu-ia.com or +33 6 67 42 87 30. Keynotes from 60 to 90 minutes, in-person, remote, or hybrid.