The greatest productivity gain from AI in large companies won't be simple job elimination. Instead, AI agents will replace the "hard to manage and motivate human cogs" that create organizational friction. This reduces coordination costs and allows a company's key value-driving employees to execute far more effectively.

The biggest opportunity for AI isn't just automating existing human work, but tackling the vast number of valuable tasks that were never done because they were economically inviable. AI and agents thrive on low-cost, high-consistency tasks that were too tedious or expensive for humans, creating entirely new value.

Instead of replacing top performers, AI should be used to do work humans physically cannot. Salesforce targeted a backlog of 100 million 'orphan leads,' using an AI agent to work through 8,000 dormant leads in three weeks. This generated $500,000 in pipeline that would have otherwise been zero.

An AI assistant's value isn't just in replacing human tasks but in its ability to tirelessly perform tedious work—like summarizing long YouTube videos—that one would feel uncomfortable assigning to a person. This expands the scope of what an assistant can accomplish.

The most effective use of AI in sales is not to replace core selling activities but to handle low-value 'grunt work' like research, list building, and follow-ups. This strategy frees up a salesperson's time to focus on irreplaceable human skills like listening, building trust, and navigating complex emotions.

The business case for AI isn't always about revenue or cost-savings. For SaaStr, the primary driver was solving employee burnout and churn in repetitive roles like SDR and content review. AI can provide operational consistency when people no longer want to do the work.

Flexport uses AI agents for tasks that were previously skipped because they were too costly for human employees, like calling warehouses to confirm addresses. This shows that AI's value isn't just in replacing existing work, but in performing new, marginally valuable tasks at a scale that is finally economical.

Most view AI for efficiency, but its true power lies in handling routine tasks to free up human talent. This unlocks capacity for strategic, creative, and relationship-driven work that fuels innovation and growth, shifting the question from cost savings to new capabilities.

Don't get distracted by flashy AI demonstrations. The highest immediate ROI from AI comes from automating mundane, repetitive, and essential business functions. Focus on tasks like custom report generation and handling common customer service inquiries, as these deliver consistent, measurable value.