AWS is packing G7 servers with NVIDIA RTX PRO GPUs, New Relic is watching

AWS announced the EC2 G7 instances, now running on NVIDIA RTX PRO 4500 Blackwell server edition GPUs. New Relic is integrating to monitor these instances for AI workloads — the kind that chew through compute and bill accordingly.

This isn't a new GPU. It's a new tier. Blackwell is NVIDIA's latest server architecture, and the PRO 4500 puts it into AWS's EC2 fleet in a way that matters for teams running inference-heavy models. New Relic's monitoring covers the usual suspects: latency, memory pressure, GPU utilization, and cost attribution. The practical upshot is that if you're running AI workloads on AWS, you finally have visibility into what the GPUs are actually doing under load.

AWS is positioning G7 for inference workloads — the part of AI that runs models on real data, not just trains them. New Relic's integration means teams can track costs per request, spot GPU bottlenecks before they cascade, and compare against the older G6 instances. For Brown-owned startups and the folks running side businesses on AWS, this is the kind of infrastructure upgrade that either saves you money or costs you more depending on how you use it.

Why this matters for us: as more AI workloads move to AWS, the teams that know how to read their GPU metrics and optimize accordingly are the ones keeping costs down while the rest get hit with surprise bills.