How RTX PRO 6000 Blackwell’s scores are calculated
The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.
verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10
PA Score15/100
Agent-ready 13.1 × 0.30 = 3.93
API quality n/a — excluded, its ×0.20 weight renormalized away
Openness 42.0 × 0.20 = 8.40
Built-in AI 0.0 × 0.15 = 0.00
Automation 0.0 × 0.15 = 0.00
(3.93 + 8.40 + 0.00 + 0.00) ÷ (0.30 + 0.20 + 0.15 + 0.15) = 12.33 ÷ 0.80 = 15.4 — weights renormalized over the scored components
Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.
Agent-ready13.1/100×0.30 of the PA blend
Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.
Point an agent at llms.txt or agent-oriented docsweight 2
2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max
- [probe] https://developer.nvidia.com/llms.txt“PROBE llms.txt: HTTP 200 at https://developer.nvidia.com/llms.txt # NVIDIA Developer > Comprehensive developer portal for NVIDIA accelerated computing, AI, robotics, graphics, and simul”
- [probe] https://developer.nvidia.com/cuda-toolkit.md“PROBE docs-md: HTTP 404 at https://developer.nvidia.com/cuda-toolkit.md”
- [probe] https://developer.nvidia.com/openapi.json“PROBE openapi: all candidate paths 404 (https://developer.nvidia.com/openapi.json, https://developer.nvidia.com/swagger.json, https://developer.nvidia.com/api/openapi.json, https://developer.nvidia.com/.well-known/openapi.json)”
Run the product headlessly / in CI for automationweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Plug MCP servers into this product so it can use their toolsweight 3
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Connect an agent via an official MCP serverweight 3
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Use an official CLIweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Drive the product through a documented public APIweight 3
3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max
- [claimed-docs] https://developer.nvidia.com/cuda-toolkit“The toolkit includes GPU-accelerated libraries, debugging and optimization tools, a C/C++ compiler, and a runtime library.”
- [probe] https://developer.nvidia.com/openapi.json“PROBE openapi: all candidate paths 404 (https://developer.nvidia.com/openapi.json, https://developer.nvidia.com/swagger.json, https://developer.nvidia.com/api/openapi.json, https://developer.nvidia.com/.well-known/openapi.json)”
- [probe] https://developer.nvidia.com/cuda-toolkit.md“PROBE docs-md: HTTP 404 at https://developer.nvidia.com/cuda-toolkit.md”
Issue scoped/least-privilege API credentials for an agentweight 2
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Build against official SDKsweight 2
2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max
- [claimed-docs] https://developer.nvidia.com/cuda-toolkit“The toolkit includes GPU-accelerated libraries, debugging and optimization tools, a C/C++ compiler, and a runtime library.”
- [claimed-docs] https://developer.nvidia.com/cuda-toolkit“cuTile Python is an expression of the CUDA Tile programming model in Python. It is built on top of the CUDA Tile IR specification and allows you to write tile kernels in Python.”
- [claimed-docs] https://developer.nvidia.com/rtx“The RTX Neural Shaders SDK lets developers train shader data on an RTX PRO workstation and accelerate neural representations with NVIDIA Tensor Cores at runtime.”
- [community] https://news.ycombinator.com/item?id=48508550“Those are SM120 so no tmem/tcgen05 and lack of support in main libraries... For that money I'd buy a single B300, similar total AI TOPS, similar GPU bandwidth aggregated, and only 25% less total memory, half the energy consumption”
Subscribe to events via webhooksweight 2
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Agent-ready = 14.4 ÷ 110 × 100 = 13.1
API qualityn/a×0.20 of the PA blend
The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.
Explore an interactive API reference with runnable examplesweight 2
n/a — not applicable to this product: excluded from numerator and denominator
- [probe] https://developer.nvidia.com/openapi.json“PROBE openapi: all candidate paths 404 (https://developer.nvidia.com/openapi.json, https://developer.nvidia.com/swagger.json, https://developer.nvidia.com/api/openapi.json, https://developer.nvidia.com/.well-known/openapi.json)”
Download a machine-readable API spec (OpenAPI or equivalent)weight 2
n/a — not applicable to this product: excluded from numerator and denominator
- [probe] https://developer.nvidia.com/openapi.json“PROBE openapi: all candidate paths 404 (https://developer.nvidia.com/openapi.json, https://developer.nvidia.com/swagger.json, https://developer.nvidia.com/api/openapi.json, https://developer.nvidia.com/.well-known/openapi.json)”
- [probe] https://developer.nvidia.com/cuda-toolkit.md“PROBE docs-md: HTTP 404 at https://developer.nvidia.com/cuda-toolkit.md”
Test against a sandbox environment without touching production dataweight 1
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Rely on versioned APIs with a documented deprecation policyweight 2
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
every cell n/a — unscored (not zero), excluded from the blend
Openness42.0/100×0.20 of the PA blend
Can you leave, inspect, or self-host — data export, open source, portability.
Do everything through the API that I can do in the UIweight 2
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Export all of my data in open formats and leaveweight 3
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Read the product's source under an open licenseweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Self-host the core productweight 3
3 (weight) × 7 (quality) × 1.0 (full) = 21.0 of 30 max
- [claimed-docs] https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/“With 96 GB of memory on the RTX PRO 6000, you can turn your desktop into an AI powerhouse for fine-tuning LLMs, generative AI, and running autonomous AI agents locally and securely.”
- [claimed-docs] https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/“the NVIDIA RTX PRO 6000 accelerates data science workflows—from exploration and model evaluation to visualization—without relying on costly cloud or data center resources.”
- [community] https://news.ycombinator.com/item?id=48508550“Converting four RTX PRO 6000 Blackwell cards to waterblocks, finding a VRM choke loose on the workbench, and getting back to 41k tok/s.”
- [community] https://news.ycombinator.com/item?id=48508550“Ok, how are people powering these things? 2.4kW is well beyond a standard circuit in the US. Are people having 240V/30A circuits installed?”
Openness = 21.0 ÷ 50 × 100 = 42.0
Built-in AI0.0/100×0.15 of the PA blend
Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.
Get AI-generated insights and suggestions from my data inside the productweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Set up automations that run autonomously in the backgroundweight 2
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Delegate tasks to a built-in AI assistant inside the productweight 3
3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Operate the product with natural-language commandsweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Built-in AI = 0.0 ÷ 70 × 100 = 0.0
Automation0.0/100×0.15 of the PA blend
Depth of automation primitives — rules, scheduling, bulk operations, webhooks.
Perform bulk operations across many items at onceweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Define rules that trigger actions automatically on eventsweight 3
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Schedule recurring jobs or workflowsweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Version, review, and roll back my automationsweight 1
n/a — not applicable to this product: excluded from numerator and denominator
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Automation = 0.0 ÷ 40 × 100 = 0.0