Governance Beats Gadgets — L.E.K. Consulting’s Adamantia Velonis on Getting Enterprise AI Right at Scale
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Manage episode 491965022 series 3649126
- Why “successful pilot” doesn’t mean scalable solution and how to tell the difference
- How lack of alignment between innovation teams and business strategy kills momentum
- The critical role of use case cataloguing in managing risk, ensuring governance, and driving results
- Why AI change management must be continuous, not one-off
- A real-world example of governance boosting proposal win rates by 10–12%
- How organizations can shift from chasing tools to rethinking entire workflows with AI
Highlights:
- [02:20] AI Strategy Is the Wrong Question
Many organizations are obsessed with building an "AI strategy" but Adamantia reframes the question entirely. Instead of starting with tools or pilots, she urges leaders to ask, “How do we stay competitive in 2025 and beyond?” She explains why pilot success often leads to false confidence, and how enterprises confuse experimentation with transformation. If AI investments don’t connect to fundamental shifts in how you operate and deliver value, they’re unlikely to scale. - [10:09] Use Cases Are Strategy
One of the most overlooked, high-leverage activities in enterprise AI adoption is simply cataloguing use cases. Adamantia outlines how this practice not only surfaces innovation opportunities but also reveals blind spots in governance, risk management, and strategic alignment. Without visibility into how AI is being used, leadership can't measure impact, manage risk, or make informed decisions. Documenting use cases isn't busywork, it's foundational to scaling responsibly. - [15:58] Good Governance Equals Higher Win Rates
Governance is often seen as a blocker to innovation, but Adamantia flips that narrative. She shares a case study of an organization that, after developing a rigorous AI governance model, improved proposal acceptance rates by 10–12%. By aligning AI use with clear risk controls and leadership buy-in, they created space to double down on what was working. The result wasn’t just more output — it was better business outcomes. - [[19:00] What Hasn’t Changed
AI can accelerate content production, automate research, and unlock insights, but it doesn’t replace human judgment. Adamantia argues that asking the right questions, managing stakeholders, and navigating ambiguity remain irreplaceable skills. In fact, AI may raise the stakes by amplifying poor thinking if leaders aren’t careful. For consultants, it’s still your mindset, not just your toolset, that drives long-term value.
More Highlights from this Episode:
- [06:50] Build vs. Buy - And the Hidden Costs of DIY AI
- [12:54] Transformation is a Continuous Muscle
11 episodes