A few things.

The biggest is giving the LLM context. On Vantage we have a primitive called a "Cost Report" that you can think of as being a set of filters. So you can create a cost report for a particular environment (production vs staging) or by service (front-end service vs back-end service). When you ask questions to the LLM, it will take the context into account versus just looking at all of the raw usage in your account.

Most of our customers will create these filters, define reports, and organize them into folders and the LLM takes that context into account which can be helpful for asking questions.

Lastly, we support more providers beyond AWS so if you wanted to merge in other associated costs like Datadog, Temporal, Clickhouse, etc.