From pilots to profits: how AI leaders turn vision into value in 2026
But here’s the controversial kicker: real AI value isn’t about flash or fancy tech alone—it hinges on deliberate strategy, disciplined execution, and governance that spreads across the entire organization. The 2026 Global AI Report from NTT DATA reveals how a small but decisive group of AI leaders are using AI to differentiate, grow, and reinvent how humans and machines work together. This is the story of turning a promising vision into measurable outcomes that boost revenue and margins. If you’re aiming to follow their path, this guide clarifies what’s working and why it matters.
Overview
NTT DATA, a global player in AI, digital business, and IT services, released the 2026 Global AI Report: A Playbook for AI Leaders. The report distills benchmark research from 2,567 senior executives across 35 countries and 15 industries. Only 15% of participants qualified as AI leaders, characterized by a clear AI strategy, mature operating models, and focused execution. Those leaders report significantly higher revenue growth and profit margins compared with peers.
Key takeaway: alignment between AI and business strategy is essential. When AI is treated as a core growth engine, the results can be outsized. Governance, strong infrastructure, and trusted partnerships amplify impact and sustain momentum from initial pilots to scalable, value-driven programs.
Strategy: aligning AI with growth and end-to-end value
- Strategic alignment and speed: AI leaders win by tightly pairing AI initiatives with business strategy and translating focus and speed into meaningful financial returns.
- End-to-end value focus: Top performers concentrate on high-value domains where AI can unlock substantial economic value and redesign workflows from start to finish.
- Flywheel effect: Early wins catalyze reinvestment, creating a positive feedback loop that accelerates growth.
- Core reinvention: Instead of adding AI on top of existing systems, growth leaders rebuild core applications with embedded AI for deeper impact.
Execution: building resilient foundations and scalable governance
- Secure at scale: Leaders construct scalable, secure AI stacks, localize or relocate infrastructure for private or sovereign AI, and invest to remove bottlenecks.
- Expert-first AI: AI is used to amplify the capabilities of skilled humans rather than replace them.
- Change that sticks: Adoption is treated as a company-wide change program with proactive change management to minimize resistance.
- Governed for scale: Centralized AI governance, formal enterprise-wide oversight, and dedicated Chief AI Officers (CAIOs) own risk and align innovation.
- Partner-powered growth: Leading players collaborate with external experts and are comfortable with outcome-based gain-sharing models to accelerate value.
Practical guidance
As Abhijit Dubey, CEO and CAIO of NTT DATA, notes: once AI and business strategies align, the most impactful move is to select one or two domains that offer disproportionate value and redesign them end-to-end with AI. This focused approach, supported by robust governance, modern infrastructure, and trusted partners, is how today’s AI leaders convert pilots into profits and outpace the market.
About the research
The survey was conducted between September and October 2025, with respondents spanning technology, manufacturing, banking and financial services, healthcare, consumer sectors, and more at C-suite and senior levels.
Additional resources
Visit NTT DATA’s website to download the complete 2026 Global AI Report: A Playbook for AI Leaders: https://services.global.ntt/en-us/campaigns/2026-global-ai-report-playbook
About NTT DATA
NTT DATA is a $30+ billion global business and technology services leader, serving 75% of the Fortune Global 100. The company focuses on responsible innovation to accelerate client success and societal impact, offering enterprise-scale AI, cloud, security, connectivity, data centers, and application services. With experts in more than 70 countries and a robust ecosystem of innovation centers, NTT DATA also collaborates with established and startup partners. NTT DATA is part of NTT Group, which invests over $3 billion annually in R&D. Learn more at nttdata.com.
