Corporations really want to adopt AI. But don’t know how. Processes are fossilized.
Servers, licenses, vendors — easy to purchase. There are processes, budgets, approvals.
But when an internal employee creates an AI product — the corporation doesn’t know how to react. Which process to launch? How to take the risk? Is this a startup or a project? Which procedures to follow?
This is an architectural gap. AI development is a new reality. HR processes were designed for a different era.
What Needs to Change
Fast role recognition. An employee performs AI developer functions — status changes in two weeks, not through months-long HR processes.
Budget for internal creators. A GPU for a million gets approved because there’s a SKU. A developer’s expertise should have the same line in the budget.
Bonus for results. Product went to market or saved money — the creator gets a measurable share. This retains the best people.
Why This Matters
AI transformation doesn’t happen through buying technology. It happens through people who know how to apply it. There are few such people.
A corporation that creates the right conditions gets an advantage that can’t be bought.
A corporation that doesn’t keep up buys ready-made solutions from those who did.