# When can I expect to see Savings?

Cloud savings don’t have to take months to show up. With Pump, you’ll see some reductions *immediately* and even more within your first week. Here’s how it works:

💨 **Immediate Savings**

As soon as you join, you’ll benefit from **volume discounts** through our group buying model. These apply instantly, lowering your costs right out of the gate once you join Pump.

🤖 **AI-Driven Savings**

Our **AI-driven optimizations** will start within the first week:

* We only receive your cost data from AWS, GCP, and Azure 48-72 hours after you join.
* Our model needs a couple days of data to analyze your usage patterns and find the best savings opportunities for you!

Once we have enough data (usually within the first week) we start applying deeper optimizations, ensuring you get **the maximum possible savings** while keeping your infrastructure flexible.


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