Logic hybridization in enterprise platforms: Reconfiguring architecture and governance for generative AI

Enterprise platforms have historically relied on a logic of determinacy to ensure predictable, reproducible, and auditable system behavior through mutually reinforcing architecture and governance mechanisms. However, generative AI (GenAI) introduces a conflicting logic of probabilistic inference that destabilizes these mechanisms by generating variable, context-dependent, and non-deterministic outputs. As platform owners increasingly integrate GenAI into enterprise platforms, this study draws on assemblage theory and an in-depth case study of Salesforce to examine how enterprise platform owners reconfigure architecture and governance to manage the coexistence of deterministic and probabilistic logics. We develop a process model of logic hybridization that explains how platform owners restore system-level stability while accommodating and regulating probabilistic components. Specifically, we identify four complementary mediation mechanisms, that is, dependency mediation, service mediation, interaction-centric control, and dynamic certification and monitoring, through which platform owners reconfigure architectural and governance arrangements. We further theorize that logic hybridization gives rise to a hybrid platform logic characterized by three emergent properties: boundary fluidity, trust mediation, and expanded generativity. This study contributes to research on enterprise platforms and enterprise system evolution by identifying incompatible system behavior as a new source of platform destabilization, extending theories of platform evolution beyond structural change, and theorizing how deterministic and probabilistic logics coexist under mediated conditions in enterprise platforms.

Authors

Institutions

Publication Details

Journal
Journal of Information Technology
Published
2026-07-24
DOI
https://doi.org/10.1177/02683962261467413
Primary Topic
Digital Platforms and Economics
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Logic hybridization in enterprise platforms: Reconfiguring architecture and governance for generative AI

Kazem Haki, Andreas Hein, Dorsa Safaei
Journal of Information Technology
Digital Platforms and Economics
article

Logic hybridization in enterprise platforms: Reconfiguring architecture and governance for generative AI

Kazem Haki, Andreas Hein, Dorsa Safaei
article en

Abstract

Enterprise platforms have historically relied on a logic of determinacy to ensure predictable, reproducible, and auditable system behavior through mutually reinforcing architecture and governance mechanisms. However, generative AI (GenAI) introduces a conflicting logic of probabilistic inference that destabilizes these mechanisms by generating variable, context-dependent, and non-deterministic outputs. As platform owners increasingly integrate GenAI into enterprise platforms, this study draws on assemblage theory and an in-depth case study of Salesforce to examine how enterprise platform owners reconfigure architecture and governance to manage the coexistence of deterministic and probabilistic logics. We develop a process model of logic hybridization that explains how platform owners restore system-level stability while accommodating and regulating probabilistic components. Specifically, we identify four complementary mediation mechanisms, that is, dependency mediation, service mediation, interaction-centric control, and dynamic certification and monitoring, through which platform owners reconfigure architectural and governance arrangements. We further theorize that logic hybridization gives rise to a hybrid platform logic characterized by three emergent properties: boundary fluidity, trust mediation, and expanded generativity. This study contributes to research on enterprise platforms and enterprise system evolution by identifying incompatible system behavior as a new source of platform destabilization, extending theories of platform evolution beyond structural change, and theorizing how deterministic and probabilistic logics coexist under mediated conditions in enterprise platforms.

Journal of Information Technology
University of Geneva (CH), University of St.Gallen (CH), HES-SO Genève (CH)
Openalex Percentile: Top 6%
Digital Platforms and Economics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.