AI Ambition Is High, But the Organization Is Still Catching Up

AI is widely deployed but returns remain limited. The conversation has now shifted from what AI can do, to how organizations can turn its potential into meaningful impact.

That raises a more fundamental question: What needs to change inside a business for people and AI to create more value together?

This was the challenge Peter Dixon, Senior Partner and Executive Creative Director at Prophet, explored in his keynote at the International Experience Design Conference (IxDC) in Guangzhou, China. Through Prophet’s Human-Centered Transformation Model (HCTM), he examined how aligning culture, capabilities and ways of working can help close the gap between AI ambition and organizational impact.

That question sat at the heart of this year’s IxDC theme, Human-Machine Symbiosis, which brought designers, strategists and business leaders together to examine how AI is reshaping work, brands and customer experiences.

The AI Impact Gap is Real

• For many organizations, the gap between AI ambition and AI impact remains significant. Despite widespread experimentation and investment, the transformative impact many leaders expected has yet to materialize: 95% of marketing leaders using GenAI report only incremental gains — not the transformative impact expected.

The reason is not lack of investments. It is that AI is often treated as an efficiency tool, rather than a strategic growth driver.

The technology may be present, but the transformation is not yet embedded.

Many organizations launch AI pilots to automate tasks and improve efficiency within specific functions, but the processes are not yet integrated, and the business itself does not fundamentally change. AI may help people work faster, but it does not automatically help the organization work differently.

A Holistic Model for AI Transformation

Moving beyond experimentation to transformation requires organizations to make deliberate choices about where AI creates value and how people work alongside it. Prophet has identified three principles that can help:

• Impact First, Tools Second: Start with the growth outcome, then identify where AI creates value, deploying the right models while avoiding unnecessary cost and AI for AI’s sake.
• Human Expertise, AI Augmented: Drive human and AI collaboration in a way that fits the unique company culture – augment the insight, creativity, and judgment that make people and organizations distinctively valuable.
• Tech Independence, Agile Adoption: Continuously scan the market and bring together best-of-breed external AI with what’s proprietary to your business – technology-agnostic, tailored to your ambition.

How do we make AI actually go beyond being a tool to actually being part of how we work?

Prophet’s Human-Centered Transformation Model offers a unique and holistic perspective that identifies the levers enabling employees to navigate this change.

The HCTM illustrates that AI transformation is not a single initiative, but a connected one. It has to link purpose and strategy with belief and culture, with workflows and governance, and with the knowledge and skills people need to work differently. With any elements misaligned, adoption becomes shallow, and organizations risk falling short of their change objectives.

That is why the model is so relevant now. AI adoption is no longer just a technology challenge. It is an organizational design challenge.

The question is not simply what the technology can do. It is whether the organization is ready to evolve around it.

Do people understand why AI matters? Do they believe it will help them work better? Are the structures, processes, and decision-making models designed for it? Do employees have the confidence and capability to use it well?

When these elements move together, AI becomes more than an efficiency lever. It becomes a way to build a more responsive, adaptable, and high-performing organization.

Download our latest report – The AI Growth Advantage: How Growth-Ready Organizations Turn AI into Enterprise Value

What Does Human-centered AI transformation Look Like in Practice

PwC’s “Intelligent Enterprise” ambition illustrates what this can look like. Rather than approaching AI as a collection of individual initiatives, the organization focused on building a shared vision for how AI would change the way people lead and work. Prophet helped turn that vision into practical behaviors and new ways of working.

In his presentation, Dixon also referenced a large industrial company whose marketing function had been constrained by outdated tools and fragmented ways of working. By mapping functions, tools, and processes against business goals, the company was able to clarify where AI could drive performance, where human knowledge remained essential, and how workflows should be redesigned. The result was a more practical view of where human-machine collaboration creates value.

About IxDC 

As one of the region’s leading design conferences, IxDC brings together designers, strategists and business leaders to explore how technology is shaping the future of work, brands and customer experiences. This year’s theme — Human-Machine Symbiosis — set the tone for a wide-ranging discussion on how organizations can create more intelligent, more human-centered experiences in an AI-enabled world.

Alongside Peter Dixon, the program featured prominent speakers such as the “Father of User Experience” Don Norman, Consulting Professor at Stanford University Barry Katz, as well as leaders from leading companies across different industries, including Cathay Pacific, McDonald’s, Tencent, Xiaomi, DiDi and more.