What We Offer
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The AI Economics Workshop is a focused, single-session engagement that builds a shared understanding of how AI costs actually behave, before adoption outpaces your ability to explain it. It's designed for organizations early in their AI journey, or for Finance and Technology teams who need a common language before committing to deeper analysis. In a structured session, we walk through your current AI landscape across five core pillars: strategic alignment, cost transparency, governance, optimization, and value realization. You'll leave with a completed participant workbook and a Findings and Action Report identifying your organization's specific strengths, gaps, and prioritized next steps. It's the right starting point whenever adoption is moving faster than your understanding of what it costs.
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AI Cost Intelligence and Optimization is an evidence-based engagement for organizations whose AI spend has grown faster than their ability to explain it. It's built for Finance and Technology leaders managing AI investment across multiple providers, licences, and use cases, who need a defensible answer instead of another guess or generic benchmark. Working directly from your own billing, usage, and business data, we build a clear cost baseline, a driver-based forecast across realistic scenarios, and a ranked set of optimization opportunities, each with a stated confidence level. You'll also receive governance and financial control recommendations, ROI readiness findings for your priority use cases, and an executive decision pack with a concrete 30 and 90 day plan. This is the offer for organizations ready to move from understanding AI costs to actively controlling them.
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The AI Value Realization Framework is the natural next step once AI cost is already under control: connecting your AI investment to measurable business outcomes across your full portfolio of use cases. It's built for organizations that have already established cost visibility and governance, typically after completing AI Cost Intelligence and Optimization, and are ready to prove which investments are actually delivering value. Rather than a one-time assessment, it's an ongoing discipline of tracking realized value against expectations and prioritizing future AI investment based on evidence rather than assumption. You'll gain a consistent way to measure outcomes across use cases, and a clear basis for deciding where to scale, adjust, or stop. It's the offer for organizations moving from managing AI cost to actively proving AI value.
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Here are our services designed to bring clarity, structure, and control to your cloud and AI spend.
The marai AI Cost Intelligence Framework
AI adoption creates new financial challenges at every stage of an organization's journey. Our framework provides a structured approach to helping finance and technology leaders make better AI investment decisions, from initial strategy through measurable business value.
Our Methodology
AI adoption creates new financial challenges at every stage of an organization's journey. Our framework provides a structured approach to helping finance and technology leaders make better AI investment decisions, from initial strategy through measurable business value.
Discover
Understand your organization, AI initiatives, business priorities, and current level of AI Cost Intelligence maturity.
Assess
Evaluate your current state using the Marai AI Cost Intelligence Framework to identify strengths, gaps, risks, and opportunities.
Design
Develop practical recommendations, governance models, and financial frameworks tailored to your organization's maturity and objectives.
Enable
Present actionable roadmaps, executive guidance, and decision making frameworks that empower your teams to confidently scale AI.