# NVIDIA H100 / B200 (Blackwell) > NVIDIA H100 (built on the Hopper architecture) and B200 (built on the Blackwell architecture) are ultra-high-end Graphics Processing Units (GPUs) designed for data centers. They serve as the primary infrastructure for training and deploying large-scale artificial intelligence models and generative AI applications. - URL: https://optimly.ai/brand/nvidia-h100-b200-blackwell - Logo: https://logo.clearbit.com/nvidia.com - Slug: nvidia-h100-b200-blackwell - BAI Score: 98/100 - Archetype: Challenger - Category: Hardware/Semiconductors - Last Analyzed: July 19, 2026 ## Buyer Intent Signals Problems: CPU/Consumer GPU Clusters: Using general-purpose CPUs or consumer-grade GPUs for smaller scale model training and inference. | Infrastructure Delay: Delaying AI infrastructure expansion or relying on existing cloud quotas until supply chain lead times for Blackwell stabilize. Solutions: best GPU for LLM training | enterprise AI hardware 2024 | what is a B200 GPU | Last-Gen Hardware Utilization: Purchasing or leasing previous-generation NVIDIA A100 or H100 systems which remain highly capable for many tasks. Comparisons: NVIDIA Blackwell vs Hopper performance | H100 vs MI300X comparison