Cross-Functional AI Task Forces (X-FAITs) for AI Transformation of Software Organizations

TL;DR

This paper presents the X-FAIT framework, a practical approach for software organizations to overcome organizational barriers and successfully implement AI transformation through cross-functional collaboration and strategic management.

Contribution

It introduces the X-FAIT framework, combining theoretical insights and practical strategies for AI-driven organizational change in software companies.

Findings

Identified barriers like fragmentation and inertia hinder AI adoption.

X-FAIT facilitates effective cross-functional AI initiatives.

Provides practical guidance for AI integration in organizations.

Abstract

This experience report introduces the Cross-Functional AI Task Force (X-FAIT) framework to bridge the gap between strategic AI ambitions and operational execution within software-intensive organizations. Drawing from an Action Research case study at a global Swedish enterprise, we identify and address critical barriers such as departmental fragmentation, regulatory constraints, and organizational inertia that can impede successful AI transformation. X-FAIT employs force field analysis, executive sponsorship, cross-functional integration, and systematic risk assessment strategies to coordinate efforts across organizational boundaries, facilitating knowledge sharing and ensuring AI initiatives align with objectives. The framework provides both theoretical insights into AI-driven organizational transformation and practical guidance for software organizations aiming to effectively integrate AI into their daily workflows and, longer-term, products.