The Hidden Complexity of 'Simple' AI Projects: A CIO's Guide to Avoiding Strategic Overreach

I projects often start with a simple pitch: automate a task, enhance a decision, improve an outcome. But for CIOs, what begins as a small pilot can rapidly evolve into an architectural burden, a compliance risk, or an unscalable tangle of disconnected experiments. The problem isn’t that AI can’t deliver value. It’s that organizations routinely underestimate what it takes to deliver that value reliably, responsibly, and at scale.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-05-07
DOI
https://doi.org/10.5281/zenodo.15360927
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Hidden Complexity of 'Simple' AI Projects: A CIO's Guide to Avoiding Strategic Overreach

Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

The Hidden Complexity of 'Simple' AI Projects: A CIO's Guide to Avoiding Strategic Overreach

article en

Abstract

I projects often start with a simple pitch: automate a task, enhance a decision, improve an outcome. But for CIOs, what begins as a small pilot can rapidly evolve into an architectural burden, a compliance risk, or an unscalable tangle of disconnected experiments. The problem isn’t that AI can’t deliver value. It’s that organizations routinely underestimate what it takes to deliver that value reliably, responsibly, and at scale.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 57%
Ethics and Social Impacts of AI
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.

The Hidden Complexity of 'Simple' AI Projects: A CIO's Guide to Avoiding Strategic Overreach · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS