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.

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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.
View Articles →AI-Native Operating Model
A single-page model for aligning strategy, decision rights, talent, and technology before committing capital to AI transformation.
Read More →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.
Read More →Recently published
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.
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.
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.
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 Transformation Strategy
Translating emerging AI capability into a coherent enterprise strategy — sequenced, funded, and tied to measurable business outcomes.
Operating Model Redesign
Redesigning how decisions, talent, and technology work together so the organization can absorb continuous change rather than resist it.
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