AI-Native Operating Models

Moving Enterprises Beyond Labor-Centric Operating Models

Murthy Malapaka — Executive Technology Strategist & AI Transformation Leader

I help enterprise leadership teams replace labor-centric operating models with AI-native ones — turning bold strategy into operational reality, one decision at a time.

Murthy Malapaka
30+Years in enterprise technology
60–80%Work eliminated
35%+Cost takeout
Forbes CouncilContributor
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Featured Publication

Breaking Barriers in IT Operations: How to Adopt AI Change Management

Forbes Technology Council. AI transformation is ultimately a people transformation — not just new technology.

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Featured Framework

AI-Native Operating Model

A single-page model for aligning strategy, decision rights, talent, and technology before committing capital to AI transformation.

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Latest Insight

Consumption Isn't the Point

The industry keeps measuring AI by what it costs to run. That's the wrong instrument for what AI is actually for.

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Insights

Recently published

10 min read
AI-Native Operating Models

Peak Business Performance Starts With What You Eliminate

The enterprise IT function exists to enable peak business outcomes. But the clusters that block those outcomes have been sitting on the transformation backlog for years — visible, labeled, and never prioritized, while budget moves to agents that babysit the work instead.

16 min read
AI-Native Operating Models

Intent Architecture: Why AI Adoption Keeps Producing Capability Without Outcomes

OpenAI's own enterprise ChatGPT data found no statistically significant link between messages or tokens per employee and revenue per employee. AIOps taught the same lesson a decade ago. Why AI transformation has to start with a measurable business outcome, not a technology initiative.

8 min read
AI-Native Operating Models

Human Assurance in Practice: Turning Ticket Patterns Into a Board-Ready Cost Take-Out

Current-state intelligence run across three operations portfolios shows the same pattern: Eliminate and Automate capture the majority of ticket volume, MTTR compresses 85-96%, and ticket volume correlates directly with the business KPI leadership tracks.

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What I Do

Helping enterprises operate differently in the age of AI

Transformation fails when strategy and operating model drift apart. My work keeps them tied together.

AI

AI Transformation Strategy

Translating emerging AI capability into a coherent enterprise strategy — sequenced, funded, and tied to measurable business outcomes.

OM

Operating Model Redesign

Redesigning how decisions, talent, and technology work together so the organization can absorb continuous change rather than resist it.

EX

Executive Advisory

Working directly with CEOs, CIOs, and boards to build the judgment and governance needed to lead through disruption.

The future of enterprise transformation is not better automation. It is replacing labor-centric operating models with AI-native operating models.
— Murthy Malapaka

Every operating model was once someone's bold assumption about how work should get done. The AI-native operating model is the next one — and the enterprises that design it deliberately will out-compete the ones that stumble into it by accident.

— Murthy Malapaka