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

We Built Our Data Lake Backwards

Enterprises don't need a smarter LLM operating system or a bigger data lake. They need purposeful intelligence — a knowledge graph and vector store scoped to business outcome questions, with a lake where data earns its seat.

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Insights

Recently published

5 min read
Enterprise Intelligence

Vendors and Service Providers Are Sitting on Decades of Intelligence. Why Are They Still Selling Licenses and Headcount?

Product vendors and MSPs hold decades of operational history. Used as intelligence, it could replace due-diligence-led onboarding and technology-driven transformation, and finally make outcome-based pricing real.

4 min read
Enterprise Intelligence

Generative AI Isn't Over. Enterprise Intelligence Hasn't Started.

The hype cycle may be ending, but the real work hasn't begun: building organization-specific intelligence from an enterprise's own history, with the right model for the right job.

5 min read
AI-Native Operations

Most Enterprise AI Decisions Need a Label, Not an Essay — and Not Just From Text

Cheaper decision models are progress. Decisions that graduate out of models entirely, and work that should never exist, are where the real returns are.

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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