Cisco UCS C240 M8 - (5x NVIDIA RTX PRO 4500 Blackwell): edge AI benchmarks

Name: Cisco UCS C240 M8 - (5x NVIDIA RTX PRO 4500 Blackwell)
Brand: Cisco

No licensed photo available — placeholder drawing.

Vendor CiscoForm factor datacenter serverCompute GPUIndicative price unknownPower envelope unknownPublished rows 4

speech-to-text4809 FPSA perf/W n/aundated

Best published result per workload, across model sizes — open “Show data” for like-for-like groups.

Show data — per-workload tables

object detection

◌

No published object detection results for Cisco UCS C240 M8 - (5x NVIDIA RTX PRO 4500 Blackwell) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

◌

No published instance segmentation results for Cisco UCS C240 M8 - (5x NVIDIA RTX PRO 4500 Blackwell) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

◌

No published pose estimation results for Cisco UCS C240 M8 - (5x NVIDIA RTX PRO 4500 Blackwell) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

◌

No published image classification results for Cisco UCS C240 M8 - (5x NVIDIA RTX PRO 4500 Blackwell) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

◌

No published semantic segmentation results for Cisco UCS C240 M8 - (5x NVIDIA RTX PRO 4500 Blackwell) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

speech-to-text

Like-for-like group	Best result	Model · precision · stack	Grade	Power	Source · date	Rank in group
unknown · b=unknown	4809 FPS	MLPerf whisper fp16 · TensorRT 10.14, CUDA 13.1	A	unknown power n/a	MLPerf Inference v6.1 (closed, datacenter) ID C240M8_RTXPro4500_32GBx5_TRT undated	30 of 48

LLM generation

◌

No published LLM generation results for Cisco UCS C240 M8 - (5x NVIDIA RTX PRO 4500 Blackwell) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

How to read these numbers

Every number is labelled. Confidence: A MLPerf closed, audited · B documented third-party method · C community / review · D vendor-published, not independently verified · E estimate. Power basis: measured with the result · spec vendor spec/envelope · power n/a not published.

Machine-readable: /find.json (see llms.txt); full tables are in “Show data”. Confidence grades: A audited MLPerf closed · B documented third-party · C community · D vendor-published · E estimate. Unknown values are shown as unknown, never estimated. Generated 2026-10-16 from public sources.