"In a recent BCG analysis, this group of AI leaders delivers 3 times greater cost reduction, 1.6 times higher EBIT margins, and 2.7 times greater return on invested capital than their peers. They're also creating other advantages, such as increasing transparency, enabling faster decisions, and reallocating capital more effectively to fuel growth and innovation."
"Too many fragmented initiatives, not enough scale. Many companies run AI experiments everywhere and lack clear priorities. They dilute their efforts and apply AI to areas where it might not have the biggest impact."
"Foundational issues with data and technology. Successful AI pilots can be tough to scale. Organizations often lack the right IT or data infrastructure, and the testing and resiliency requirements for a company-wide implementation are far more complex than those for an isolated initiative."
"Failure to redesign workflows and processes. In a typical AI implementation, only 10% of the value comes from the algorithms, and 20% comes from the technology and data. The remaining 70% comes from managing process change-mainly from redesigning workstreams and processes end-to-end."
AI and agentic systems are changing business economics, but most companies struggle to convert AI pilots into profits. A small group of companies connects AI efforts with cost-reduction programs and achieves much stronger financial outcomes than peers, including greater cost reduction, higher EBIT margins, and higher return on invested capital. These companies also gain operational advantages such as increased transparency, faster decisions, and better capital allocation for growth and innovation. Common barriers include fragmented initiatives without scale, weak data and technology foundations that hinder scaling, insufficient training and upskilling that limits adoption, and failure to redesign workflows and processes end-to-end, where most value comes from process change rather than algorithms alone.
#ai-transformation #cost-reduction #data-and-technology-infrastructure #workforce-training #process-redesign
Read at Fortune
Unable to calculate read time
Collection
[
|
...
]