Why Companies Are Trying to Use Less AI

For the past two years, companies have encouraged employees to use AI wherever possible. Write with it, code with it, research with it, brainstorm with it.

But as adoption scales, so do the costs. Every prompt, API call, and AI-generated response adds up, especially across thousands of employees. Companies are now discovering that AI isn't just a productivity tool, it's also a significant operational expense.

What's emerging is a new focus on efficiency. Engineers are being encouraged to write shorter prompts, use fewer tokens, and get the same outcomes with less compute.

While the technology itself hasn't become any less exciting, businesses are beginning to treat it like any other investment: something that needs to justify its cost.

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