Negotiating an offer, is it too late? - any advice?

I received an offer as an insurance claims processor and I think the pay is a little low. This is my first time dealing with any of this. The benefits are decent. What wording worked?

Ask about the range, not a number on its own. It felt more collaborative.

Most employers expect a short conversation. Mine did not even blink.