NVIDIA Blackwell

NVIDIA Blackwell is a GPU architecture and platform designed for large-scale AI training and inference, succeeding the Hopper architecture (H100/H200). It operates at 1kW of power per GPU and requires direct liquid cooling, representing a new era for data center design. Blackwell powers AI factories for extreme-scale inference and is available across major cloud providers including AWS, Azure, and Oracle OCI.

semiconductorscomputedata centersai infrastructure softwarecoolingnetworking website ↗ AI Adjacency 60/100 Confidence 80%

United States
Updated 2026-09-12· researched 2026-09-12· next review 2026-10-12· listed 2026-09-12
⚠ research overdue — re-review queued

AI Revenue Exposure

NVIDIA Blackwell directly benefits from surging AI infrastructure spending as organizations deploy large-scale AI training and inference workloads; it is the core platform powering AI factories and is offered across major cloud providers (AWS, Azure, Oracle OCI) as GPU-accelerated compute instances.

Why it matters to AI

NVIDIA Blackwell operates within the AI industrial ecosystem across semiconductors, compute, data centers, ai infrastructure software, cooling, networking. Its role sits and upstream of 14 dependencies.

AI Dependency Map

SUPPLIES amazon-web-services-aws 0 src · 95%
SUPPLIES microsoft-azure 1 src · 90%
SUPPLIES oracle-cloud-infrastructure-oci 0 src · 95%
DEVELOPS nvidia-corporation 1 src · 100%
COMPETES_WITH intel 1 src · 85%
PARTNERS_WITH intel 1 src · 85%
ENABLES tensorrt-llm 1 src · 90%
OWNS nvidia-corporation 1 src · 100%
COMPETES_WITH amd 0 src · 85%
SUPPLIES saitech-incorporated 1 src · 80%
USES direct-liquid-cooling 1 src · 95%
INVESTS_IN intel 1 src · 90%
ENABLES transformerengine 1 src · 90%

Products

Customers & Partners

microsoft-azure customer
intel partner

Competitors

intel 85%
amd 85%

Research

TensorRT-LLM github repository
TransformerEngine github repository

Ecosystem Map

Neighborhood grouped by layer — click any node to explore. Depth:

suppliessuppliessuppliesenablesdevelopscompetes withpartners withenablesownscompetes withsuppliesusesinvests inenablescompetes withdepends oncompetes withcompetes withNVIDIA BlackwellotherOracle Cloud In…Oracle Cloud Infrastructure (OCI) (company)AI Training and…AI Training and Inference Workloads (technology)TensorRT-LLMTensorRT-LLM (github_repository)NVIDIA Corporat…NVIDIA Corporation (company)Amazon Web Serv…Amazon Web Services (AWS) (company)Microsoft AzureMicrosoft Azure (company)Direct Liquid C…Direct Liquid Cooling (technology)Saitech Incorpo…Saitech Incorporated (company)TransformerEngi…TransformerEngine (github_repository)computeAMDAMD (company)NVIDIANVIDIA (company)IntelIntel (company)semiconductorsTSMCTSMC (company)

Claims & Evidence

Blackwell operates at 1kW of power per GPU and requires a mandatory shift to direct liquid cooling, marking a new era for data center design.
✓ verified 95% confidence · 1 source(s)
Oracle offers orderability for NVIDIA GB300 NVL72 and HGX B300 NVL16 with Blackwell Ultra GPUs across public cloud, OCI Dedicated Region, and Oracle Alloy.
✓ verified 95% confidence · 1 source(s)
AWS offers P6-B200 instances accelerated by NVIDIA Blackwell GPUs and P6e-GB200 UltraServers accelerated by NVIDIA Grace Blackwell Superchips for training and deploying the largest AI models.
✓ verified 95% confidence · 1 source(s)
Microsoft Azure infrastructure uses NVIDIA Blackwell to modernize capabilities such as meteorology data processing at unprecedented speeds.
✓ verified 85% confidence · 1 source(s)
Power next-generation AI workloads with NVIDIA Blackwell on Azure · social media · Youtube · rel 50% · hash d4e3cc23
NVIDIA announced a $5 billion investment in Intel, which will give Nvidia an immediate holding of about 4% in Intel and allow Nvidia to offer GB300 data center servers based on Blackwell GPUs on Intel's X86 architecture.
✓ verified 90% confidence · 1 source(s)
Nvidia - Wikipedia · Wikipedia · rel 55% · hash 3f1daa0a
Institutional investors collectively hold approximately 64-68% of NVIDIA's shares, with Vanguard Group (~9.33%), BlackRock (~7.92%), and Jensen Huang (~3.50%) as top shareholders.
✓ verified 90% confidence · 1 source(s)
Nvidia - Wikipedia · Wikipedia · rel 55% · hash 3f1daa0a
TensorRT-LLM provides state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs including Blackwell.
✓ verified 90% confidence · 1 source(s)
NVIDIA/TensorRT-LLM GitHub Repository · github · Github · rel 55% · hash fe7b72b7
TransformerEngine accelerates Transformer models on NVIDIA GPUs including Blackwell using FP8 and FP4 precision.
✓ verified 90% confidence · 1 source(s)
NVIDIA/TransformerEngine GitHub Repository · github · Github · rel 55% · hash 487f4dab
Saitech delivers custom-configured NVIDIA Blackwell AI infrastructure including HGX systems, high-speed networking, storage, and integration services for enterprise AI, large language model training, and inference workloads.
✓ verified 80% confidence · 1 source(s)
Saitech Delivers NVIDIA Blackwell AI Infrastructure · Saitechincorporated · rel 55% · hash b8a00964

Data Confidence

Overall 80% · 100% of 9 claims verified · 8 source(s) · mean reliability 54% · AI Adjacency 60/100 · Criticality 28/100 · evidence breakdown →

If NVIDIA Blackwell disappeared

Criticality 28/100 (calculated v1 — downstream reach, substitutes, concentration, geography, uniqueness). Impact analysis →

Timeline

View as of:
criticality_score changed 2026-09-16
31 → 28
criticality_score changed 2026-09-13
null → 31
ai_adjacency_score changed 2026-09-13
null → 60