Contrary to the impulse to automate busywork, leaders should focus their initial AI efforts on their most critical strategic challenges. Parkinson's Law dictates that low-value tasks will always expand to fill available time. Go straight to the highest-leverage applications to see immediate, significant results.

Don't try to optimize your strongest departments with your first AI project. Instead, target 'layup roles'—areas where processes are broken or work isn't getting done. The bar for success is lower, making it easier to get a quick, impactful win.

Most companies are not Vanguard tech firms. Rather than pursuing speculative, high-failure-rate AI projects, small and medium-sized businesses will see a faster and more reliable ROI by using existing AI tools to automate tedious, routine internal processes.

The best initial use for AI in marketing operations is automating high-volume, low-complexity "digital janitor" tasks. Focus AI agents on answering repetitive questions (e.g., "Why didn't this lead qualify?") and cleaning data (e.g., event lists) to free up specialist time for more strategic work.

Automating a sales lead follow-up process scales directly with business growth—more leads mean more value from the automation. In contrast, a personal assistant agent offers static productivity gains. To maximize long-term ROI, focus automation efforts on systems that grow in usage and impact as the business expands.

To truly leverage AI, professionals must change their approach to tasks. Instead of automatically assuming personal responsibility, the first question should be whether an AI tool can perform it. This proactive mindset shift unlocks significant productivity gains by automating routine work.

The most effective application of AI isn't a visible chatbot feature. It's an invisible layer that intelligently removes friction from existing user workflows. Instead of creating new work for users (like prompt engineering), AI should simplify experiences, like automatically surfacing a 'pay bill' link without the user ever consciously 'using AI.'

The most powerful automations are not complex agents but simple, predictable workflows that save time reliably. The goal is determinism; AI introduces a "black box" of uncertainty. Therefore, the highest ROI comes from extremely linear processes where "boring is beautiful" and predictability is guaranteed.

For companies wondering where to start with AI, target the most labor-intensive, process-driven functions. Customer support is an ideal starting point, as AI can handle repetitive tasks, leading to lower costs, faster response times, and an improved customer experience while freeing up human agents for more complex issues.