You’re Building AI Momentum
You’ve taken meaningful steps toward becoming an AI-forward organization—but there’s still work to do. Your challenge now is integration: aligning teams, tools, and expectations to scale with confidence with our AI Maturity Playbook.
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Common Challenges
You’ve moved past initial uncertainty—and that’s a significant milestone. But sustaining momentum requires focus. Many teams at this stage run into friction when pilots don’t scale, stakeholders aren’t aligned, or value is hard to measure. Identifying and addressing those barriers early is key to moving from isolated wins to repeatable success.
- AI pilots may be active, but not consistently delivering business value
- Leadership is aligned conceptually but may lack KPIs or tracking discipline
- Employees are interested but under-supported or siloed
- Tools are being introduced, but not embedded into workflows


What to Prioritize
This stage is about building confidence across the organization. That means proving outcomes, reinforcing adoption, and aligning teams on where GenAI fits. Your next steps should clarify ownership, establish measurement systems, and strengthen delivery patterns that can scale.
- Define clear KPIs for AI efforts and align them with business goals
- Train and empower teams to identify use cases within their domains
- Move from one-off tools to integrated systems that support outcomes
- Reinforce the AI roadmap with shared ownership and progress visibility