What it really takes to unlock AI ROI

Global spending on AI is forecast to reach $2.52 trillion by 2026, a 44% year-over-year increase, according to Gartner. At the same time, only about 10% of AI pilots scale beyond proof of concept.

What’s the disconnect?

Why aren’t most organizations seeing the ROI they hoped for, despite making such large investments?

It’s not because the technology isn’t ready. And it’s not because the use cases are unclear.

The disconnect exists because many organizations are investing in AI as a technology upgrade and expecting a business transformation in return.

The tools are advancing at breathtaking speed, and most organizations already have AI in motion. But the work itself often stays the same. AI gets layered onto existing tasks instead of being used to rethink workflows end to end. Adoption metrics go up, while decisions, operating models, and value creation remain largely untouched.

When teams first start using AI, they do what makes sense. They try to recreate today, just faster. Can it help me write this? Analyze that? Save a bit of time?

That’s a smart place to begin. But it’s not where ROI, or reinvention, actually shows up.

Getting over the hump

Real returns begin when teams experience what we often call “getting over the hump.”

This is the moment when two things click at once:  

1. AI can fundamentally change how work gets done.

2. People don’t need deep technical expertise to make that change happen.

When teams see weeks of work compress into hours, or watch an end-to-end workflow suddenly run in a new way, something shifts. Confidence replaces hesitation. Curiosity replaces caution. The questions change, from “How do I use this tool?” to “What’s possible now?”

That shift matters, because ROI doesn’t come from using AI more often, it comes from using it to work differently.

Why ROI stalls as AI scales

As AI initiatives expand, many organizations discover that the limiting factor isn’t the technology itself. It’s the environment surrounding the work.

ROI shows up when teams are able to explore and redesign workflows, not just automate steps. That requires clarity on outcomes and guardrails, but also room to experiment, learn, and iterate. When AI is tightly controlled or narrowly deployed, pilots stay pilots. When people are trusted to rethink how work happens, value starts to compound.

Organizations that unlock ROI don’t chase perfect use cases upfront. They focus on learning faster and applying those insights where they matter most.

The early signal that ROI is coming

Long before AI shows up in financial results, there’s an earlier indicator that organizations are on the right path.

People are energized by the work.

You see it when teams start sharing experiments, when ideas move across functions, and when learning becomes visible rather than hidden. Progress feels owned, not imposed.

That energy isn’t accidental. It’s a signal that people feel trusted to rethink how work happens, and that trust is essential to turning investment into impact.

Reinvention happens closer to the work than most expect

AI reinvention rarely starts with a sweeping rollout or a multi-year roadmap. More often, it begins with one meaningful workflow, one team close to the work, and a willingness to ask a different question.

With the right support, that team gets over the hump. What they learn becomes reusable. Patterns emerge. Over time, those insights connect, creating enterprise-wide impact and sustained ROI.

That’s how organizations move from isolated pilots to real returns.

What this means for AI investment

No organization feels fully “caught up” with AI, and that’s true across industries.

The organizations that will realize ROI aren’t waiting for certainty or the next breakthrough tool. They’re reinvesting their AI spend into new ways of working that scale human potential alongside technology.

Handled thoughtfully, AI doesn’t distance people from the work. It brings them closer - to better decisions, stronger collaboration, and better outcomes.

For many organizations, that’s where the real return begins.