The Agent-Centric Enterprise: Why 2–10x Productivity Gains Demand Radical Workflow Redesign

Autonomous AI agents are set to radically transform how organizations operate, but most companies today capture only marginal benefits by layering AI onto current, human-centric workflows. Drawing on firsthand transformation cases and benchmark data, we introduce the Agent OS framework and the A.G.E.N.T. playbook as practical tools for building agent-centric enterprises. Through real-world examples – including a global industrial firm that cut audit reporting time by 92%, and a B2B sales team that scaled strategic insight generation – we show how reengineering workflows around autonomous agents can unlock significant productivity gains. We provide a phased roadmap for implementation and highlight the strategic, human, and organizational implications of this shift. The article concludes with concrete steps for leaders ready to build agent-powered organizations. These practitioner-reported outcomes illustrate the potential of agent-centric redesign, while acknowledging the need for systematic replication studies.

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Publication Details

Journal
Harvard Data Science Review
Published
2026-01-06
DOI
https://doi.org/10.1162/99608f92.d41fe89a
Primary Topic
Innovation, Sustainability, Human-Machine Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

The Agent-Centric Enterprise: Why 2–10x Productivity Gains Demand Radical Workflow Redesign

Dirk Hofmann, Ulla Kruhse-Lehtonen
Harvard Data Science Review
Innovation, Sustainability, Human-Machine Systems
article

The Agent-Centric Enterprise: Why 2–10x Productivity Gains Demand Radical Workflow Redesign

Dirk Hofmann, Ulla Kruhse-Lehtonen
article en

Abstract

Autonomous AI agents are set to radically transform how organizations operate, but most companies today capture only marginal benefits by layering AI onto current, human-centric workflows. Drawing on firsthand transformation cases and benchmark data, we introduce the Agent OS framework and the A.G.E.N.T. playbook as practical tools for building agent-centric enterprises. Through real-world examples – including a global industrial firm that cut audit reporting time by 92%, and a B2B sales team that scaled strategic insight generation – we show how reengineering workflows around autonomous agents can unlock significant productivity gains. We provide a phased roadmap for implementation and highlight the strategic, human, and organizational implications of this shift. The article concludes with concrete steps for leaders ready to build agent-powered organizations. These practitioner-reported outcomes illustrate the potential of agent-centric redesign, while acknowledging the need for systematic replication studies.

Harvard Data Science ReviewVol. 8(1)
Harvard University Press (US), Dana-Farber/Harvard Cancer Center (US)
Decent work and economic growth
Openalex Percentile: Top 95%
Innovation, Sustainability, Human-Machine Systems
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