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Beyond the Hype: The CTO's Guide to Building an AI-Native Data Foundation
2025-11-10
By Sam Kharazmi
AI at scale demands a unified data and AI backbone. This guide lays out how to fuse data and ML, industrialize MLOps, and modernize governance so the marginal cost of deploying Model N+1 drops dramatically.
The AI-Native Blueprint: A Paradigm Shift in Product Innovation
2025-09-12
By Yesh Munnangi
AI isn't just another technology wave—it's a generational inflection point. Most companies take the "bolt-on" approach, adding AI features to existing products. But AI-Native products are built from the ground up with intelligence at their core. This fundamental shift moves from AI as an accessory to AI as the engine.
Navigating the Ethical and Governance Landscape of AI-Native Transformation (Part 2/2)
2025-09-05
By Sam Kharazmi
Navigating the global AI governance maze requires sophisticated multi-jurisdictional strategies. From the EU's risk-based framework to China's state-led approach, multinational corporations must adopt "compliance by design" while empowering C-suite leadership to drive cultural transformation and ethical AI deployment.
Navigating the Ethical and Governance Landscape of AI-Native Transformation (Part 1/2)
2025-08-29
By Sam Kharazmi
The shift toward AI-native business models represents a fundamental redesign of corporate operations. Success hinges on a proactive approach to governance—not merely a compliance exercise but a strategic enabler of trust, resilience, and sustained competitive advantage. This strategic blueprint examines multidimensional risks and foundational pillars for building trustworthy AI frameworks.
The AI-Native CFO: Unlocking Enterprise Value Beyond Cost Savings
2025-08-22
By Sam Kharazmi
The advent of artificial intelligence has accelerated the CFO's evolution, fundamentally redefining the position. The AI-native CFO is no longer merely a strategic partner but a central catalyst for business transformation, driving innovation and scaling business value through proactive AI-powered insights and forward-looking analysis.
From "Pilot Purgatory" to "AI-Native": A No-Nonsense Roadmap for Australian Boards (Part 2/2)
2025-08-15
By Yesh Munnangi & Sam Kharazmi
To lead the transformation, the board must understand the destination. An "AI-Native" organisation designs its processes, products, and culture with AI as a first principle. This practical roadmap provides a phase-by-phase approach for boards to oversee the journey from AI-Enabled to AI-Native, breaking free from Pilot Purgatory.
From "Pilot Purgatory" to "AI-Native": A No-Nonsense Roadmap for Australian Boards (Part 1/2)
2025-08-08
By Yesh Munnangi & Sam Kharazmi
Australian boards today face a fundamental strategic dilemma. The pressure to integrate AI is immense, yet for many organizations, the journey has stalled in a perpetual cycle of small-scale AI pilots that fail to achieve enterprise-wide scale. This phenomenon, termed "Pilot Purgatory," is a systemic failure to convert potential into reality, threatening an organization's competitive position.
Crafting an AI Operating Model
2025-07-22
By Sam Kharazmi
The contemporary business landscape is being reshaped by the rapid evolution of artificial intelligence, requiring a strategic approach to integration. An AI operating model provides a framework for structuring, governing, and deploying AI across people, processes, technology, and data. Success depends on organisational readiness, cultural integration, and alignment with core business goals—ensuring AI delivers transformative change rather than incremental improvements.
The AI-Native Transformation: A Guide for 2025
2025-07-15
By Yesh Munnangi
In August 2025, Artificial Intelligence is at a turning point for all organizations. The main trend is a quick shift from specific-task AI to smart, independent AI agents that can handle complex thinking and actions.