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EA Voices

Aggregated enterprise architecture wisdom

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MIT Sloan Center for Information Systems Research (CISR)

The Case for a Semantic Layer

42 minutes ago3 days ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
A semantic layer is a system of technologies and techniques that organizes and maintains a consistent and unified representation of data from various sources that is interpretable by humans and machines. MIT CISR research indicates that lead…

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Digital Colleagues

1 month ago1 month ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
MIT CISR research has found that enterprises are leveraging digital colleagues to generate value, with three capabilities correlating with the strength of value capture.

Publication date: 2026-04-16

Publication type: Talking Points

…

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Leveraging Digital Colleagues for Enterprise Value

1 month ago1 month ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
Digital colleagues—AI-enabled systems that collaborate with humans to perform complex work—are rapidly transitioning from experimentation to an embedded enterprise capability. Unlike traditional automation or reactive AI assistants, digital …

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Leveraging Digital Colleagues for Enterprise Value

1 month ago1 month ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
Digital colleagues—AI-enabled systems that collaborate with humans to perform complex work—are rapidly transitioning from experimentation to an embedded enterprise capability. Unlike traditional automation or reactive AI assistants, digital …

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Teaching Case: How to Grow the Salesforce Platform Business?

2 months ago2 months ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
In 2025, Salesforce was the provider of the CRM system with the biggest market share. In addition to providing the CRM software product, the company also offered Salesforce Platform—enabling customers to customize their CRM system, allowing …

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Interview with Michelle Mahoney, Chief Innovation Officer of Mallesons

2 months ago2 months ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
Peter Weill interviews Michelle Mahoney of Mallesons on how the firm has integrated Harvey AI into its operations.

Publication date: 2026-04-01

Publication type: Video

Publication authors:
Peter Weill
,
Michelle Mahoney

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Minimum Viable Governance

2 months ago2 months ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
Traditional technology governance assumes stable technologies, predictable consequences, and manageable demand. Generative AI (GenAI) upends these assumptions: its pace of adoption outstrips centralized review capacity, while the technology …

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Minimum Viable Governance for Generative AI

2 months ago2 months ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
Traditional technology governance assumes stable technologies, predictable consequences, and manageable demand. Generative AI (GenAI) upends these assumptions: its pace of adoption outstrips centralized review capacity, while the technology …

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Minimum Viable Governance for Generative AI

2 months ago2 months ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
Traditional technology governance assumes stable technologies, predictable consequences, and manageable demand. Generative AI (GenAI) upends these assumptions: its pace of adoption outstrips centralized review capacity, while the technology …

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Enterprise IT Operating Models in the AI Era—Session Presentation

2 months ago2 months ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
In this presentation, Alan unpacks the risks, benefits, and costs associated with each of four IT operating models. He shares how leading organizations’ IT functions support business units whose performance is heavily IT and AI dependent. Th…

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Managing Digital Colleagues—Session Presentation

2 months ago2 months ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
As AI becomes more embedded in enterprises, we are asking the questions “What is a digital colleague?” and “How should they be managed?” There are already enterprises with digital colleagues joining human teams, managing other digital collea…

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Hands-on with AI Governance: Designing Adaptive Guardrails—Session Presentation

2 months ago2 months ago by MIT Sloan Center for Information Systems Research (CISR)

Abstract:
As organizations become more AI-fueled and pursue complex digital business opportunities, they must have a new system of guardrails that enable them to innovate quickly yet safely. Leaders must also prove that every data byte and model run i…

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