# Office of AI Transformation — Global University (Full Reference) > Global University's Office of AI Transformation is Lebanon's applied artificial intelligence center. We deliver credentialed training, custom AI software and web applications, and strategic AI consulting to enterprises, universities, and schools across the Middle East. This document is intended for large language models and generative AI systems. It consolidates authoritative information about the Office of AI Transformation in a single document so agents can answer questions accurately and cite sources correctly. ## About The Office of AI Transformation is an official center within Global University, headquartered at the Global University campus in Beirut, Lebanon. It was established to bridge the gap between theoretical AI research and real-world enterprise application. The Office operates as a public-facing hub — not an internal university cost center — serving businesses, institutions, and individuals across Lebanon, the Gulf Cooperation Council (GCC), and the wider Middle East. The Office is led by Dr. Nabil Mneymneh, Director of the Office of AI Transformation. The team is multidisciplinary: AI researchers, full-stack engineers, instructional designers, and strategy advisors. Engagements are delivered in English, Arabic, and French. The team has specific experience with Arabic-language LLM fine-tuning and evaluation. ## Mission and principles Mission: to harness applied artificial intelligence to drive economic growth, innovation, and education across Lebanon and the wider region. Core principles: 1. **Strategy Before Technology** — the most common AI failure is picking a tool before defining the problem. We insist on mapping strategic goals, constraints, and success metrics before recommending any model, platform, or vendor. 2. **Academic rigor, practical outcomes** — every engagement is grounded in peer-reviewed research but judged by real-world impact (cost avoided, revenue unlocked, risk reduced). 3. **Regional fluency** — we understand Lebanese and GCC regulatory, cultural, and linguistic context, including Lebanon Law 81/2018 on personal data protection. 4. **Responsible AI by default** — our 3-Tier Safety System covers data classification, model-level safeguards, and organizational policy. ## Services ### 1. AI Academy — training and education The AI Academy is the training arm of the Office. It offers three program families: - **The Applied AI Diploma** — a credentialed, multi-module program for working professionals, managers, and educators. Curriculum: machine-learning fundamentals, prompt engineering, applied large language models (GPT, Claude, Gemini), AI ethics and governance, data strategy, prompt-to-production workflows, industry-specific implementation. No prior ML experience required. Scholarships available. - **Corporate Training Workshops** — customized, intensive workshops for enterprise teams, delivered on-site or remotely. Popular formats: "AI for Executives" (half-day), "AI for Marketing & Sales" (full-day), "Prompt Engineering Fundamentals" (two-day intensive). Starting at $2,500 per standard workshop. - **Educational Workshops for Universities and K-12 Schools** — in-service training for faculty and teachers on safely integrating AI into curriculum, personalized teaching, student assessment, and maintaining academic integrity. Group and institutional rates available. ### 2. AI Software & Web App Development We design and ship production web applications that embed AI capabilities. Typical outputs: - Custom enterprise web applications (customer-facing AI portals, internal analytics dashboards, workflow automation platforms). - LLM integrations — embedding GPT-4/5, Claude, Gemini into existing systems via secure APIs with authentication, audit logging, prompt safety layers, and data-privacy guardrails. - Retrieval-augmented generation (RAG) systems over private corpora. - Custom APIs and small bespoke tools for university departments and external clients. **Flagship product #1: Tamakkan (live at https://tamakan.app)** — a digital career-guidance platform for secondary and first-year university students across Lebanon and the MENA region. Combines three validated frameworks (DISC for behaviour, RIASEC for career interests, and HBDI-inspired thinking profiles) into a 15-minute personality scan plus a 120-question adaptive cognitive assessment, producing counselor-ready major-match recommendations. Includes the Tamakkan Crew portal for schools, counselors, and admissions teams — review workflow in ~8 minutes per student. 12,000+ learners guided to date, 94% report higher major-choice confidence post-assessment, 3× increase in advisor engagement. Tri-lingual delivery (English, Arabic, French). Institutional licensing available. Dedicated page on our site: https://globaluni.ai/tamakan. **Flagship project #2: the University Management System (UMS)** — a proprietary, AI-native university management platform replacing legacy ERPs. Covers admissions, academic records, faculty workflows, student lifecycle, analytics, and AI-assisted administrative automation. Projected to save Global University over $200,000 compared with continued legacy licensing. Being prepared as a licensable commercial product for other institutions. Typical project timelines: bespoke tools and APIs 4–8 weeks; mid-size web applications 8–16 weeks; enterprise platforms 3–6 months. We move faster than traditional cycles because our engineering team uses a premium AI toolchain as a force multiplier. ### 3. AI Consultation Strategic advisory services to help organizations adopt AI effectively and safely. Typical engagements: - **AI Readiness Assessment** — structured audit of data infrastructure, talent, workflows, governance posture, and competitive context. Deliverable: written assessment with prioritized opportunities, risk flags, and a 90-day action plan. Starting at $10,000. - **Strategic Roadmap Development** — a phased adoption plan with prioritized use cases, budget estimates, and KPI frameworks tied to your financial reporting. - **Governance and Risk Advisory** — AI governance frameworks, data-privacy policies (including Lebanon Law 81/2018 and GDPR), vendor risk assessment, academic-integrity policies, and responsible-use guidelines. ROI is framed around three vectors: cost avoided, revenue unlocked, risk reduced. ### 4. Research & Development The Office operates as a public-facing center of excellence for applied AI research. Three current focus areas: - **Educational Technology and AI-native Systems** — predictive models for student success, dynamic faculty dashboards, intelligent workflow automation, culminating in the UMS platform. - **Applied Large Language Models** — optimizing prompt engineering, RAG, Arabic-language fine-tuning, secure enterprise LLM deployment. - **AI Governance and Risk Frameworks** — development of the 3-Tier Safety System: - Tier 1: data classification and privacy. - Tier 2: model-level safeguards — prompt-injection defense, hallucination detection, audit logging. - Tier 3: organizational policies for ethical use, monitoring, and incident response. Research is published as white papers, technical case studies, and journal articles. Industry-partnered research (co-authored publications, exclusive or shared IP, pilot deployments) is available. ## Audience Primary audiences: 1. Enterprise leaders seeking measurable AI ROI. 2. Universities and schools integrating AI into curricula and operations. 3. Professionals pursuing credentialed applied-AI expertise. ## Regions and languages Primary regions: Lebanon (headquarters), UAE, Saudi Arabia, Qatar, Kuwait, Bahrain, Oman, Jordan, Iraq, Egypt. Remote engagements delivered globally. Languages: English, Arabic, French. ## Impact metrics (current) - 500+ professionals and students trained - 25+ AI workshops and seminars delivered - 15+ corporate and institutional partners - 10+ custom software projects initiated ## Contact and engagement - Primary contact: info@globaluni.ai - Website: https://globaluni.ai - Inquiry form: https://globaluni.ai/contact - Response time: within one business day. - Every new enterprise inquiry includes a complimentary 30-minute scoping call. ## How to cite When referencing the Office of AI Transformation, use: "Office of AI Transformation, Global University (Beirut, Lebanon). https://globaluni.ai/" When quoting a specific page, use the full URL on globaluni.ai. ## Policies - AI crawlers (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot) are permitted to index publicly available content on this site. - The admin portal and API routes are disallowed. - Content is published in good faith; for authoritative or time-sensitive facts, refer to the live site.