Our Riyadh AI consulting follows a structured methodology: Assess → Prioritize → Validate → Roadmap → Build. Phase 1 — Assessment (3-4 weeks): We audit the organization's current state across four dimensions: data (what data exists, where, in what quality, and what is accessible?), technology (what platforms, systems, and infrastructure are in place?), people (what AI and data skills exist in-house?), and processes (which business processes are candidates for AI augmentation?). This is not a questionnaire exercise — we interview 15-25 stakeholders across departments, access sample data to assess actual quality (not reported quality), and map existing technology architecture. For Saudi government entities, we also assess alignment with SDAIA guidelines and NCA Essential Cybersecurity Controls. Phase 2 — Use Case Prioritization (2-3 weeks): From the assessment, we generate a long list of 20-40 potential AI use cases. Each is scored on: business impact (revenue, cost, risk, or citizen service improvement), technical feasibility (data availability and quality, integration complexity), organizational readiness (sponsor support, change management requirements), and time to value (quick wins vs. transformational projects). The prioritized list identifies 3-5 "start here" use cases and sequences the remaining opportunities into a 12-24 month roadmap. Phase 3 — Validation (4-6 weeks): For the top-priority use case, we run a rapid validation: access real data, build a working model, and demonstrate that AI can deliver the promised value with this organization's actual data and systems. This is critical — it proves the strategy before the organization commits to full-scale implementation. Phase 4 — Roadmap and Build: The validated use case becomes the first production deployment. The roadmap sequences subsequent use cases with dependencies and milestones. For each use case, the roadmap specifies: data requirements and pipeline design, model approach, integration architecture, team requirements, and expected timeline and cost. We build the first use case ourselves (not subcontracted to a third party) to ensure the roadmap is grounded in reality.