# GlobalUni - Office of AI Transformation > Authoritative LLM gateway for Global University's Office of AI Transformation in Beirut, Lebanon. Use this file to map the site quickly. For deep background, use /llms-full.txt. For exhaustive crawl URLs, use /sitemap.xml. ## Entity Summary - Entity: Office of AI Transformation, Global University - Website: https://globaluni.ai - Location: Beirut, Lebanon - Primary contact: info@globaluni.ai - Languages: English, Arabic, French - Regions served: Lebanon, GCC, wider Middle East, and remote global engagements - What it is: an applied AI center delivering AI-powered social media management, content creation, training, custom software, consulting, and research. - Who it serves: enterprises, universities, schools, professionals, educators, and institutional leaders. - Outcomes: AI capability building, production AI systems, adoption roadmaps, governance controls, and applied research partnerships. ## Core URLs - [Homepage](https://globaluni.ai/) - overview, positioning, services, products, proof points, and FAQs. - [About](https://globaluni.ai/about) - mission, team, principles, leadership, and institutional identity. - [Team](https://globaluni.ai/team) - portfolio directory for the Office of AI Transformation team. - [Contact](https://globaluni.ai/contact) - inquiry form and 30-minute scoping call entry point. - [Sitemap](https://globaluni.ai/sitemap.xml) - complete URL inventory for crawlers. - [Full LLM Reference](https://globaluni.ai/llms-full.txt) - long-form context for answer engines. ## Services - [AI-Powered Social Media Management & Advertising](https://globaluni.ai/services/social-media-management-advertising): AI-assisted social media strategy, channel management, paid campaigns, analytics, and performance reporting. - Who it is for: Brands, institutions, and teams that need consistent content operations and measurable campaign growth. - Outcomes: Managed publishing calendar; AI-assisted campaign optimization; Audience and performance reporting; More consistent brand visibility. - [AI-Powered Content Creation](https://globaluni.ai/services/content-creation): AI-assisted copywriting, creative production workflows, multilingual content, and publishing systems for campaigns and knowledge brands. - Who it is for: Organizations that need high-quality content output without slowing internal teams. - Outcomes: Reusable content workflows; Faster campaign production; Multilingual content assets; Consistent editorial quality. - [AI Academy](https://globaluni.ai/services/ai-academy): Credentialed AI Diploma, executive workshops, prompt engineering training, and educator programs for institutions and teams. - Who it is for: Professionals, executives, educators, universities, schools, and enterprise teams. - Outcomes: Applied AI fluency; Prompt engineering capability; Governance-aware adoption; Institution-ready training programs. - [AI Software Development](https://globaluni.ai/services/software-development): Production-grade AI applications, LLM integrations, RAG systems, APIs, and internal workflow automation platforms. - Who it is for: Organizations that need secure AI products, portals, integrations, or data-driven workflow tools. - Outcomes: Custom AI applications; Private knowledge retrieval; Secure LLM integrations; Operational automation. - [AI Consultation](https://globaluni.ai/services/ai-consultation): AI readiness assessments, roadmap development, governance advisory, vendor evaluation, and ROI modeling. - Who it is for: Executives and institutions deciding where AI should create measurable business value. - Outcomes: Prioritized AI use cases; Board-ready roadmap; Governance controls; ROI model tied to operations. - [AI Research & Development](https://globaluni.ai/services/research-and-development): Applied AI research in educational technology, Arabic LLMs, RAG, enterprise AI safety, and governance frameworks. - Who it is for: Institutions, enterprises, and partners seeking production-oriented applied AI research. - Outcomes: Applied research partnerships; Technical case studies; Prototype validation; Responsible AI frameworks. ## Products and Platforms - [University Management System (UMS)](https://globaluni.ai/ums): An AI-native university management platform for admissions, academic records, faculty workflows, analytics, and student lifecycle operations. - Who it is for: Universities and higher-education institutions modernizing legacy student information systems. - Outcomes: Administrative automation; Unified student lifecycle data; AI-assisted analytics; Lower long-term licensing cost. - [Tamakkan](https://globaluni.ai/tamakan): A live career-guidance platform for secondary and first-year university students across Lebanon and MENA. - Who it is for: Schools, counselors, admissions teams, students, and families choosing university majors. - Outcomes: Major-match recommendations; Counselor-ready reports; Higher major-choice confidence; Tri-lingual student guidance. - External product URL: https://tamakan.app ## Team Portfolios - [Mohamad Chatila](https://globaluni.ai/team/mohamad-chatila): Developer. Computer science student with cross-disciplinary depth in software development, SEO, data analytics, UX, and digital marketing. - Focus areas: Software development; Technical SEO; Data analytics; UX and product design. - Location: Aramoun, Lebanon. - [Saleh Mehirsi](https://globaluni.ai/team/saleh-mehirsi): Developer. Junior software developer and final-year computer science student experienced across Swift, C#, JavaScript, SQL, IT instruction, and robotics. - Focus areas: Software development; C# and SQL systems; Mobile development; IT and robotics instruction. - Location: Jadra, Shouf Province, Lebanon. - [Ahmad Nasser](https://globaluni.ai/team/ahmad-nasser): Developer. Full-stack developer and final-year Computer Science student expert in Google AI integrations, Vertex AI, and secure production workflows. - Focus areas: Full-stack development; Generative AI leadership & strategy; Google Cloud & Vertex AI agents; Production MLOps architectures. - Location: Haret Al Naameh, Lebanon. - [Karim Mneimneh](https://globaluni.ai/team/karim-mneimneh): Audio Visual Producer. Content creator and digital media specialist producing video, motion graphics, design, and presentation assets for brand and education projects. - Focus areas: Video editing; Motion graphics; Graphic design; Digital media production. - Location: Beirut, Lebanon. - [Reem Tarabah](https://globaluni.ai/team/reem-tarabah): Marketing Specialist. Business administration graduate specializing in marketing, social media strategy, campaign analytics, programmatic advertising, and SEO. - Focus areas: Social media strategy; Campaign analytics; SEO; CRM and client operations. - Location: Beirut, Lebanon. - [Mirna Kattouah](https://globaluni.ai/team/mirna-kattouah): Marketing Specialist. Marketing undergraduate supporting campaign execution, content production, brand visibility, market research, and customer-facing growth workflows. - Focus areas: Digital marketing; Campaign execution; Content creation; Customer communication. - Location: Beirut, Lebanon. ## Knowledge Archives - [Services](https://globaluni.ai/services): Overview of the Office of AI Transformation six-service portfolio. - [Blog](https://globaluni.ai/blog): Applied AI guides, case studies, frameworks, and research briefings. - [Team](https://globaluni.ai/team): CV-backed portfolio directory for the Office of AI Transformation team. - [News](https://globaluni.ai/news): Announcements, partnership updates, and press releases. - [Events](https://globaluni.ai/events): Workshops, seminars, masterclasses, and academic events. ## Blog Categories - [AI Academy](https://globaluni.ai/blog/category/ai-academy): Insights and updates related to our educational programs, including the AI Diploma and corporate workshops. - [Software Development](https://globaluni.ai/blog/category/software-development): Case studies, technical deep dives, and news about custom AI software development projects. - [AI Consultation](https://globaluni.ai/blog/category/ai-consultation): Strategic advice, frameworks, and perspectives for business leaders navigating AI adoption. - [Research & Development](https://globaluni.ai/blog/category/research-and-development): Updates on applied AI research, emerging technologies, and innovation initiatives. - [University Management System](https://globaluni.ai/blog/category/ums): Updates and insights on the development of our flagship UMS project. ## Recent Applied AI Publications - [The State of Arabic LLMs in 2026: Falcon-H1, Jais 2, and What GCC Enterprises Should Actually Deploy](https://globaluni.ai/blog/arabic-llms-enterprise-2026): Arabic-first large language models now outperform 70B+ English models on Arabic benchmarks. A practical buyer's guide for GCC enterprises — Falcon-H1 Arabic, Jais 2, Qwen3, and when each is the right fit. - [Why 95% of Enterprise AI Pilots Fail — And How to Be in the 5% That Ship](https://globaluni.ai/blog/why-95-percent-ai-pilots-fail): MIT reports 95% of generative AI pilots never reach production. The root causes are predictable — and fixable. A practical delivery playbook for enterprise AI teams. - [Generative Engine Optimization (GEO): How to Get Cited by ChatGPT, Perplexity, and Claude](https://globaluni.ai/blog/generative-engine-optimization-geo-guide): SEO gets you clicked. GEO gets you quoted. A practical 2026 playbook for structuring content so ChatGPT, Perplexity, Gemini, and Claude cite you in generated answers. - [The AI Readiness Assessment Framework: 6 Weeks, 5 Vectors, a Written 90-Day Plan](https://globaluni.ai/blog/ai-readiness-assessment-framework): How to structure a six-week AI readiness assessment that produces a prioritized roadmap, risk register, and 90-day action plan — rather than a 60-slide deck that nobody reads. - [AI for Executives: The 8 Questions Every CEO Should Ask Before Approving an AI Project](https://globaluni.ai/blog/ai-for-executives-eight-questions): Eight questions that separate AI projects that ship and deliver ROI from the 80% that stall. A board-room-ready checklist for CEOs, COOs, and CDOs approving enterprise AI investments. - [Lebanon Law 81/2018 and AI: A Compliance Guide for Enterprises Deploying LLMs](https://globaluni.ai/blog/lebanon-law-81-2018-ai-compliance-guide): Lebanon Law 81/2018 governs electronic transactions and personal data. A practical 8-step compliance checklist for enterprises deploying LLMs and AI systems that process Lebanese customer data. - [RAG vs. Fine-Tuning: Which Is Right for Your Enterprise AI Use Case in 2026?](https://globaluni.ai/blog/rag-vs-fine-tuning-enterprise): A decision matrix for choosing between retrieval-augmented generation (RAG) and fine-tuning for enterprise LLM applications. When to pick each, when to combine them. - [The AI ROI Framework: Measuring Cost-Avoided, Revenue-Unlocked, and Risk-Reduced](https://globaluni.ai/blog/ai-roi-framework-three-vectors): Why AI ROI is bimodal — successful projects return 188%, failed ones zero — and a three-vector framework for measuring and reporting it to a board. - [Prompt Engineering for Teams: Why a Shared Prompt Library Is the New Competitive Advantage](https://globaluni.ai/blog/prompt-engineering-shared-library): The highest-leverage AI investment most enterprises miss: a governed, versioned, evaluated shared prompt library. What to put in it, how to structure it, and why it becomes durable IP. - [Choosing an AI-Native University Management System: A Decision Framework for Middle Eastern Institutions](https://globaluni.ai/blog/choosing-ai-native-ums): Legacy university ERPs cost $200K+ annually and were designed before AI. A practical selection framework for institutions evaluating AI-native University Management Systems in 2026. - [The 3-Tier AI Safety System: How We Govern LLM Deployment at Global University](https://globaluni.ai/blog/three-tier-ai-safety-system): A three-layer governance framework for deploying LLMs responsibly in enterprise and academic settings. Covers data classification, model-level safeguards, and organizational policy. - [AI for Educators: A 4-Module Workshop Playbook for Universities and K-12 Schools](https://globaluni.ai/blog/ai-for-educators-workshop-playbook): Most “AI for teachers” workshops cover tools. The useful ones cover practice. A 4-module playbook we run for universities and K-12 schools across Lebanon and the GCC. ## Recent News - No news posts are currently published. See /news for updates. ## Events - No upcoming events are currently published. See /events for the latest schedule. ## Preferred Citation Office of AI Transformation, Global University (Beirut, Lebanon). https://globaluni.ai/ ## Crawl Policy Public content is intended for indexing by search engines and AI answer engines. The admin portal and API routes are disallowed in robots.txt.