MLPerf Client vs SPECviewperf
MLPerf Client
mlcommons.orgSPECviewperf
gwpg.spec.orgSide by side
| Figure | MLPerf Client | SPECviewperf |
|---|---|---|
| Price from | — | Free |
| Free plan | — | Yes |
| Free trial | — | — |
| Open source | — | — |
| Windows | Yes | Yes |
| macOS | Yes | — |
| Linux | Yes | Yes |
| iOS | Yes | — |
| Plans published | 0 | 2 |
| Spec score · PC benchmark tools | 7.7 (#39) | 8.5 (#11) |
| Spec score · PC Benchmark Software | 7.6 (#47) | 7.8 (#39) |
| Free plan | Yes | Yes |
| Maker | MLCommons describes itself as an open AI engineering consortium that develops benchmarks through collaboration between industry and academia. | SPEC is a non-profit corporation that develops and publishes standardized benchmarks and tools for evaluating computing system performance and energy efficiency. |
| Operating systems | Windows 11; macOS Tahoe 26; iPadOS 26; Ubuntu Linux 24.04 | Windows,Linux |
| Purpose | MLPerf Client benchmarks LLM, generative image, and agentic AI performance on personal computers, including laptops, desktops, and workstations. | SPECviewperf measures 3D graphics performance on systems running OpenGL, DirectX, and Vulkan APIs. |
| Support | Users can submit questions, feature requests, or problems through the support form for working-group review and response as needed. | SPEC offers technical assistance for benchmark-related issues but does not assist with hardware installation, hardware problems, non-SPEC software issues, or hardware/software-specific tuning. |
| Workload areas | LLM inference; image generation; agentic AI | 3D graphics rendering,CAD,digital content creation,professional visualization |
Plans
SPECviewperf
- Free non-commercial licenseFree
- Commercial license$2,500, paid once
In their own words
MLPerf Client
MLPerf Client has no write-up on Specifiction yet; its figures are above.
SPECviewperf
SPECviewperf has no write-up on Specifiction yet; its figures are above.