Instead of relying solely on top-down, consultant-led workflow automation, enterprises should empower individual employees with AI tools. This builds user fluency and intuition, allowing them to pull AI into their own workflows, resulting in greater overall impact and less disempowerment.

Before automating a manual process, leaders should deeply engage with the people on the line. These operators possess invaluable, often un-documented, knowledge about process nuances and potential failure modes that are critical for a successful automation project.

An effective AI strategy pairs a central task force for enablement—handling approvals, compliance, and awareness—with empowerment of frontline staff. The best, most elegant applications of AI will be identified by those doing the day-to-day work.

For successful enterprise AI implementation, initiatives should not be siloed in the central tech function. Instead, empower operational leaders—like the head of a call center—to own the project. They understand the business KPIs and are best positioned to drive adoption and ensure real-world value.

Instead of pursuing broad, top-down AI governance, leaders should first target specific business problems where departments intersect and cause delays, such as Sales and Legal on contracts. Use AI as a "thought leader" in a cross-functional team to solve these high-friction issues.

The most effective way to integrate AI is not through individual training but by empowering teams to redesign their own work processes. This team-level approach fosters agency and ensures AI is used to solve real, shared problems, which is more powerful than simply making individuals 'AI literate'.

When selling AI tools, management often requests flashy, high-level features that sound impressive but don't solve the core problems of individual contributors. This creates a disconnect, leading to shelfware. Successful adoption comes from a bottoms-up approach focused on IC workflows.

To win over skeptical team members, high-level mandates are ineffective. Instead, demonstrate AI's value by building a tool that solves a personal, tedious part of their job, such as automating a weekly report they despise. This tangible, personal benefit is the fastest path to adoption.

Companies fail with AI when executives force it on employees without fostering grassroots adoption. Success requires creating an internal "tiger team" of excited employees who discover practical workflows, build best practices, and evangelize the technology from the bottom up.