Common questions, straight answers

Kudo Advisory offers six core services: AI Strategy, which aligns AI initiatives with business goals and delivers a clear, prioritised roadmap; AI Policy and Governance, which builds the frameworks, controls and accountability structures for responsible AI; AI Operating Model Design, which structures teams, processes and technology to scale AI across the enterprise; AI Use Case Prioritisation, which identifies and ranks high-impact AI opportunities by feasibility and business value; Leadership Enablement, which builds C-suite AI literacy and confidence; and AI Delivery Assurance, which provides hands-on programme oversight to keep AI initiatives on track and delivering results.

An AI strategy defines where AI can create genuine business value in your organisation, how to prioritise the opportunities, what capabilities you need to build, and how to sequence the work. Without one, most organisations end up with scattered pilots that fail to scale, duplicated effort across business units, and AI investments that cannot be clearly tied to business outcomes. An AI strategy gives leadership a shared view of the destination and a credible plan to get there.

AI governance refers to the policies, frameworks, controls and accountability structures that ensure AI systems are deployed responsibly, ethically and in compliance with regulations. It covers areas including data provenance, model explainability, bias assessment, human oversight, access controls and regulatory alignment. Robust AI governance is critical for boards, regulators and stakeholders, and in the Middle East it is increasingly a regulatory requirement.

An AI operating model defines how an organisation structures its teams, processes, governance, data practices and technology to scale AI responsibly and sustainably across the enterprise. It is the bridge between AI strategy and real-world execution. Without an effective operating model, AI capability tends to remain siloed in one part of the organisation and fails to deliver value at scale.

Kudo Advisory is an advisory firm, not an implementation firm. We focus on strategy, governance, operating model design and delivery assurance. This means we help you decide what to build, how to govern it and how to make sure it gets delivered. We work alongside your internal teams and technology partners rather than replacing them.

Yes. Many of our engagements begin mid-programme. Common entry points include helping organisations diagnose why a pilot has stalled, introducing governance to a programme that has been moving without it, restructuring a fragmented AI portfolio around clear priorities, or providing delivery assurance on an existing initiative that is not hitting its targets.

The UAE and Saudi Arabia have made AI central to their national development strategies. The UAE National AI Strategy 2031 and Saudi Arabia's Vision 2030 both set ambitious targets for AI's contribution to the economy. PwC estimates AI could contribute up to USD 320 billion to the Middle East economy by 2030. Enterprise AI investment across the region is significant and growing, but many organisations are still struggling to convert that investment into measurable operational outcomes.

The reasons are consistent across the region and consistent with global patterns. Most AI pilots fail not because the technology does not work but because the strategy is unclear, accountability is fragmented, governance is absent or too late, operating models have not been redesigned, and leadership has not been equipped to drive execution rather than just sponsor it. Kudo Advisory was founded specifically to address these gaps.

The UAE regulatory landscape for AI is developing rapidly. Key frameworks include the UAE National AI Strategy 2031, the TDRA AI Ethics Principles and Guidelines, sector-specific AI guidance from ADGM and DIFC for financial services, and a dedicated UAE AI Law currently in development that is expected to introduce binding obligations including mandatory impact assessments for high-risk AI applications.

Yes. While our primary focus is the UAE and Middle East, we work with organisations across the MENA region including Saudi Arabia, Qatar, Bahrain, Kuwait, Oman and Egypt. We also support organisations headquartered outside the region that are establishing or expanding AI operations in the Middle East.

The best starting point is a discovery call. This is a 30-minute conversation to understand your situation, your AI ambitions, and where you are currently running into challenges. From there we can propose the engagement approach that makes most sense, whether that is a focused strategy sprint, a governance assessment, a use case prioritisation workshop or an ongoing advisory relationship.

Engagements vary significantly depending on what is needed. A focused AI strategy or governance assessment typically runs four to eight weeks. An ongoing advisory relationship or delivery assurance engagement typically runs three to twelve months. We design engagements to fit the client's situation rather than applying a standard model.

Kudo Advisory works across industries, drawing on Vijay Jaswal's background leading enterprise AI across sectors including energy, utilities, mining, manufacturing, financial services, telecommunications and enterprise services. We bring both sector-specific perspective and cross-industry pattern recognition, which is often where the most useful insights come from.

You can reach us by email at info@kudoadvisory.com, through the contact form on our website at kudoadvisory.com, or by connecting with Vijay Jaswal directly on LinkedIn at linkedin.com/in/vijayjaswal.