# AnchorGPU > AnchorGPU brings together NVIDIA and AMD GPU specifications, fixed-term prices, and configuration tools. Availability must be confirmed before an order is accepted. Content revision: 2026-09-04. Environment: public. Public indexing: selected editorial pages only. ## Evidence boundaries Prices and quantities are modeled catalog inputs, not live stock or binding offers. No physical-infrastructure benchmark, customer testimonial or audited uptime is asserted. Canonical HTML pages contain the full context and limitations. ## Selected resources ### reference - [AnchorGPU Facts & Catalog Reference](https://anchorgpu.com/reference): Read the catalog’s scope, billing units, memory conventions and evidence boundaries. Modeled quantities do not establish service availability, which is not verified. See the page’s evidence boundaries. - [Sources, Methods & Editorial Policy](https://anchorgpu.com/editorial-policy): How AnchorGPU separates manufacturer specifications, catalog inputs, workload guidance and measured evidence, with rules for recording revisions and corrections. See the page’s evidence boundaries. - [GPU Workload Glossary: VRAM, KV Cache & Parallelism](https://anchorgpu.com/glossary): Plain-language definitions of GPU memory, KV cache, quantization, CUDA, ROCm, tensor parallelism, training and fixed-term billing. See the page’s evidence boundaries. ### docs - [AnchorGPU Documentation](https://anchorgpu.com/docs): Practical guides for account setup, SSH keys, fixed-term billing, deployments, images and API access. See the page’s evidence boundaries. - [Prepare your first node request](https://anchorgpu.com/docs/quickstart): Create an account, save an SSH key, review funding requirements, and prepare your first GPU node request. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. - [SSH keys & access](https://anchorgpu.com/docs/ssh-access): Generate an SSH public key, compare its fingerprint and manage keys for future deployments. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. - [Billing & your ledger](https://anchorgpu.com/docs/billing-ledger): Understand fixed terms, volume discounts, option charges, renewals and the balance shown in your ledger. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. - [Deposits & withdrawals](https://anchorgpu.com/docs/crypto-funding): Create a sandbox quote, credit the local wallet and understand withdrawal reservations. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. - [Manage an instance](https://anchorgpu.com/docs/instance-lifecycle): Understand start, stop, renewal, the grace period and release for fixed-term GPU nodes. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. - [Choose a machine image](https://anchorgpu.com/docs/machine-images): Choose an image compatible with your GPU vendor and workload from the current catalog. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. - [API reference](https://anchorgpu.com/docs/api-reference): Authenticate with a session or API key and use the implemented account, quote, instance and billing endpoints. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. - [Troubleshooting](https://anchorgpu.com/docs/troubleshooting): Resolve sign-in, SSH key, quote, balance and instance-state problems in the local workflow. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. - [Serve an LLM with vLLM](https://anchorgpu.com/docs/serve-llm-with-vllm): Plan memory and concurrency, configure a vLLM endpoint and validate a representative inference workload. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. - [Plan a reproducible PyTorch run](https://anchorgpu.com/docs/pytorch-fine-tuning): Measure memory, choose a parallelism strategy, test checkpoint restore and plan a fixed-term PyTorch training run. AnchorGPU provides catalog and configuration reference material. Crypto payments are received on the addresses shown at checkout; provisioning and availability are confirmed by the operator for each order. ### article - [GPU Guides: Memory, Inference & Rental Cost](https://anchorgpu.com/blog): Workload-first engineering guides to GPU memory planning, inference, fine-tuning and comparing rental with ownership. See the page’s evidence boundaries. - [How much GPU VRAM do you actually need?](https://anchorgpu.com/blog/how-much-vram-do-you-need): A practical memory budget for inference, fine-tuning, image generation, and video workloads—from 24 GB to 192 GB. Workload guidance, not an AnchorGPU benchmark or capacity guarantee. Validate the actual model, software and hardware configuration. - [Best GPU for fine-tuning: A100, H100, H200, or MI300X?](https://anchorgpu.com/blog/best-gpu-for-fine-tuning): Choose by memory pressure, software stack, interconnect needs, and the value of finishing sooner—not headline throughput alone. Workload guidance, not an AnchorGPU benchmark or capacity guarantee. Validate the actual model, software and hardware configuration. - [Choosing a GPU for LLM inference in production](https://anchorgpu.com/blog/gpu-for-llm-inference): How model size, quantization, context, batching, and latency targets change the best GPU—and the real cost per request. Workload guidance, not an AnchorGPU benchmark or capacity guarantee. Validate the actual model, software and hardware configuration. - [Which GPU should you rent for AI video?](https://anchorgpu.com/blog/gpu-for-ai-video): A workflow-first guide to VRAM, render duration, codecs, storage, and choosing between RTX, L40S, and datacenter GPUs. Workload guidance, not an AnchorGPU benchmark or capacity guarantee. Validate the actual model, software and hardware configuration. - [GPU rental vs buying: a 30-day cost framework](https://anchorgpu.com/blog/renting-vs-buying-gpus): Compare useful capacity, financing, power, cooling, downtime, and resale value—not just the card price against one month of rent. Workload guidance, not an AnchorGPU benchmark or capacity guarantee. Validate the actual model, software and hardware configuration. ### comparison - [H200 SXM vs MI300X: memory headroom or CUDA continuity?](https://anchorgpu.com/compare/nvidia-h200-sxm-vs-amd-mi300x): Compare H200 SXM and MI300X: 141 vs 192 GB memory, software requirements, fixed-term costs and workload tradeoffs. Manufacturer specifications describe the accelerator, not verified AnchorGPU host topology. Catalog cost differences are not performance measurements. - [H100 SXM vs H100 PCIe: same capacity, different system design](https://anchorgpu.com/compare/nvidia-h100-sxm-vs-nvidia-h100-pcie): Compare H100 SXM and H100 PCIe: 80 vs 80 GB memory, software requirements, fixed-term costs and workload tradeoffs. Manufacturer specifications describe the accelerator, not verified AnchorGPU host topology. Catalog cost differences are not performance measurements. - [H100 SXM vs A100 SXM: is Hopper worth the premium?](https://anchorgpu.com/compare/nvidia-h100-sxm-vs-nvidia-a100-sxm): Compare H100 SXM and A100 SXM: 80 vs 80 GB memory, software requirements, fixed-term costs and workload tradeoffs. Manufacturer specifications describe the accelerator, not verified AnchorGPU host topology. Catalog cost differences are not performance measurements. ### faq - [AnchorGPU Frequently Asked Questions](https://anchorgpu.com/faq): Find answers on GPU choice, accounts, pricing, crypto funding, renewals, networking, security and used hardware. See the page’s evidence boundaries. - [GPU Rental & Hardware FAQ](https://anchorgpu.com/faq/hardware): Dedicated allocation, GPU choice, availability, node sizes, and provisioning. See the page’s evidence boundaries. - [Accounts & Access FAQ](https://anchorgpu.com/faq/accounts): Pseudonymous signup, recovery codes, SSH keys, sessions, and API keys. See the page’s evidence boundaries. - [Pricing & Deployment FAQ](https://anchorgpu.com/faq/pricing): Fixed rental periods, complete quotes, inventory reservations, and charges. See the page’s evidence boundaries. - [Crypto Payments FAQ](https://anchorgpu.com/faq/crypto): Supported networks, confirmations, deposit quotes, ledger credits, and withdrawals. See the page’s evidence boundaries. - [Renewals & Lifecycle FAQ](https://anchorgpu.com/faq/lifecycle): Automatic renewal, grace periods, stop, release, and recovery behavior. See the page’s evidence boundaries. - [Networking, Storage & Images FAQ](https://anchorgpu.com/faq/networking-storage): Machine images, containers, local NVMe, public addresses, and bandwidth. See the page’s evidence boundaries. - [Security & Privacy FAQ](https://anchorgpu.com/faq/security): Workload privacy, retained records, customer responsibilities, and acceptable use. See the page’s evidence boundaries. - [Refunds & Used Hardware FAQ](https://anchorgpu.com/faq/refunds-used-hardware): Corrections, service credits, condition reports, delivery, warranty, and returns. See the page’s evidence boundaries. ### company - [AnchorGPU Support](https://anchorgpu.com/support): Find setup, account, billing, crypto deposit, instance, status, and contact help. See the page’s evidence boundaries. ## Optional formats - [Structured knowledge](https://anchorgpu.com/knowledge.json): facts, answer summaries, sources and canonical links. - [Full editorial text](https://anchorgpu.com/llms-full.txt): a plain-text mirror of selected visible editorial content. These formats are conveniences, not search-engine requirements or guarantees of AI discovery, citation or ranking.