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· 5 min read
Nikhil

AI at work used to be a side experiment. One person tried a chatbot, another tested a writing tool, and the rest of the team carried on as usual. That has changed. Now AI helps with notes, outlines, research, code checks, replies, summaries, and early drafts.

The issue is not that teams are using AI. The issue is that use often spreads in a messy way. One person has one login. Another pays for a different model. Someone else uses a personal account because it was fast. After a while, nobody has a clear view of who is using what or how much the team is paying.

That is why more teams want a simpler way to reach different AI models from one account. They are not always looking for complex automation or background workflows. Most teams just want easier access, less switching, and a better way to compare models while keeping people in control.