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Missed Opportunities in AI: Why Most Companies Fail to Realize AI’s True Value

Writer's picture: Ling ZhangLing Zhang
Unlock AI's True Value: Bold Strategies, High-ROI Projects, and People-Centered Innovation

The State of AI: AI in 2024 and What’s Next for 2025 (3)


Despite the widespread hype around artificial intelligence (AI), many companies are failing to capitalize on its potential. According to a recent report by Boston Consulting Group (BCG), while 98% of companies are experimenting with AI, only 26% have moved beyond proof-of-concept projects to generate measurable value. Even more strikingly, just 4% of companies are at the forefront of AI innovation, systematically leveraging cutting-edge capabilities to create competitive advantages.

Missed Opportunities in AI: Why Most Companies Fail to Realize AI’s True Value

Why are so many companies falling short? And what opportunities are they missing?


The Cost of Being Left Behind

The financial impact of lagging in AI adoption is substantial. Leaders in AI have seen 50% higher revenue growth, 60% greater shareholder returns, and 40% higher returns on invested capital over the past three years compared to their less mature counterparts. In contrast, 74% of companies are stuck in experimentation mode, unable to scale their initiatives and reap these benefits.

Financial Impacts on AI Adoption vs Lagging

For example, a major automaker that effectively integrated generative AI (GenAI) achieved a 50% acceleration in analyzing competing offers, reducing procurement search times by up to 75%.

Meanwhile, companies that hesitate risk not only losing market share but also falling behind in innovation and operational efficiency.


Where Are Companies Missing the Mark?

The report highlights several critical missteps that hold companies back:

1.      Focusing Only on Support Functions

Many companies see AI as a tool for improving back-office operations like IT and HR. While automation in these areas can save costs, leaders extract 62% of AI value from core business processes such as operations (23%), sales and marketing (20%), and R&D (13%). Companies that limit AI to peripheral activities are leaving money on the table.


2.      Failing to Prioritize High-Impact Use Cases

AI leaders focus on fewer, high-value initiatives, scaling twice as many AI solutions compared to their peers. By contrast, many companies spread their efforts too thin, chasing too many projects without clear ROI.


3.      Underinvesting in People and Processes

Successful AI adoption depends on more than just technology. Leaders dedicate 70% of their resources to people and processes, including upskilling employees, reimagining workflows, and fostering AI literacy. In contrast, less mature companies often overinvest in algorithms and underinvest in the human element.


4.      Overlooking Revenue-Generating Opportunities

While cost reduction is a common goal, only 27% of non-leaders use AI to drive revenue growth, compared to 45% of leaders. AI offers transformative opportunities to reshape sales processes, create new products, and enhance customer experiences, but many companies fail to explore these avenues.


How to Avoid the Pitfalls

The BCG report provides a playbook for companies looking to catch up:

1.      Set a Bold AI Strategy: 

Align AI initiatives with long-term business goals and commit to sustained investment.


2.      Start with Scalable, High-ROI Projects: 

Focus on one to three initiatives that can deliver quick wins while building momentum for larger transformations.


3.      Invest in People and Processes:

Upskill your workforce, redesign workflows, and establish governance structures to ensure responsible AI deployment.

 Invest in People and Processes
Start with Scalable, High-ROI Projects
 Set a Bold AI Strategy


Think Beyond Cost Savings:








4.      Think Beyond Cost Savings:

Leverage AI to unlock new revenue streams, enhance customer engagement, and drive innovation in core business functions.


Time Is Running Out

The clock is ticking for companies to embrace AI at scale. As AI platforms advance and early adopters pull ahead, those that remain stuck in experimentation risk being left behind in an increasingly competitive landscape. However, the path forward is clear: by learning from AI leaders and adopting proven strategies, businesses can turn missed opportunities into a springboard for innovation and growth.


The question isn’t whether AI can create value—it’s whether your company is ready to capture it.


Take the First Step Toward AI Leadership

Unlock AI’s True Value for sustainable growth with our Data Science & AI Leadership Accelerator Program. Designed to help you develop a clear data and AI vision, refine your strategy, and overcome common challenges, this program is your guide to success in the AI-driven future.


Schedule your complimentary orientation session today or  download your AI strategy wining blueprint, and embark on a transformative journey to become a leader in the era of AI innovation.



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May you grow to your fullest in your data science & AI!

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