Decide which GPU to actually put in the cart.

Buyer's Guides

Every buyer's guide on this site exists to answer a single, narrow question: given your model, your runtime, and your budget, which card should you buy this week?

49guides in this category
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How this category works

Every guide ranks 5 to 7 GPUs against a specific scenario — a model family (Llama 4, Gemma 4, Qwen 3.6, DeepSeek), an inference framework (Ollama, LM Studio, vLLM, llama.cpp), or a budget ceiling — and ends with a clear primary pick plus a budget runner-up and a stretch upgrade.

We assume readers already know that more VRAM is generally better. The interesting question is what tier is enough for the workload, where you stop getting useful speed gains, and where the used market beats a new mid-tier card. Decisions like 'used 3090 versus new 4060 Ti for 13B models' get a real recommendation, not a 'depends on your needs' cop-out.

Prices in every guide are checked against major retailers within the last month and the body includes a freshness signal. If a recommendation drifts (a card discontinues, a price collapses, a model release reshuffles VRAM math), the guide is revised in place — we do not pile up dated 'Top 10 best GPUs 2023' archive pages.

Browse 49

Every article in Buyer's Guides

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buyer-guide Sep 11, 2026

Best GPU for Qwen 3.8 in 2026: Why 16GB Is Not Enough

Qwen 3.8 27B ships as an 18GB Q4_K_M download, so a 16GB card cannot hold it. VRAM tiers, GPU picks, and what the vision encoder costs.

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buyer-guide Jul 28, 2026

Best GPU for DeepSeek V4: The Honest VRAM Math (81GB Minimum)

DeepSeek V4-Flash needs roughly 81-96GB for its smallest quants. The real numbers for 4x RTX 3090 rigs, 128GB Mac Studio, and cloud H200s.

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buyer-guide Jul 12, 2026

Best Cloud GPU for LLM in 2026: What to Rent by Model Size

Rent an RTX 4090 from ~$0.35/hr for 7B-13B models, an H100 at ~$2-3/hr for 70B. The exact cloud GPU to rent for every LLM size in 2026.

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buyer-guide Jul 6, 2026

Best GPU for Nemotron TwoTower in 2026: 5 GPUs Ranked

NVIDIA's first diffusion LLM: 60B total, only 3B active per tower. Real VRAM is 32-48GB, not 120GB. RTX 5090 32GB works with Q4; 5 GPUs ranked.

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buyer-guide Jul 4, 2026

Best GPU for LongCat 2 in 2026: 1.6T MoE, 1M Context

LongCat 2.0 is a 1.6T MoE with 33-56B active and 1M context. Q4 lands near 990GB and even Q2 near 540GB. No consumer path — rented multi-GPU only.

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buyer-guide Jul 2, 2026

Best GPU for MiniMax M3? Why 427B Won't Fit a 5090

MiniMax M3 is 427B — its Q4 GGUF is 264GB, not 32GB. What running it actually takes, why KV cache is the second problem, and what to run instead.

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buyer-guide Jun 27, 2026

Best GPU for MLX in 2026: Apple Silicon Ranked for Local LLM

MLX + Ollama 0.30.8 makes Apple Silicon competitive with CUDA. M4 Max 64GB runs 70B Q4. Ranked M3/M4/Pro/Max/Ultra RAM tiers for local LLM 2026.

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buyer-guide Jun 21, 2026

Qwen3-Coder-Next Needs 48.5GB at Q4: No Single 24GB Card

Qwen3-Coder-Next's Q4_K_M download is 48.5GB, so no 24GB card runs it. Dual RTX 3090 at $1,640 holds Q3 with 128K context. Five setups ranked.

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buyer-guide Jun 4, 2026

Best GPU for Kimi K2: Why It Won't Run on Consumer Cards

Kimi K2 is a 1T MoE — roughly 600GB at Q4, and Ollama offers it cloud-only. What running it actually takes, and what to buy for agents instead.

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buyer-guide Apr 20, 2026

Best Motherboard for Dual GPU LLM in 2026 (PCIe 5)

Top motherboards for running two GPUs for local LLM inference in 2026 — PCIe slot spacing, lane allocation, and budget picks.

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buyer-guide Apr 16, 2026

Best GPU for Gemma 4: The 26B MoE Needs a 24GB Card

Gemma 4 spans 4GB to 64GB across its variants, and the 26B-A4B MoE is an 18GB model despite its name. What each one needs, and what to buy.

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buyer-guide Apr 15, 2026

Best GPU for Qwen 3.6 in 2026 (35B-A3B MoE Guide)

Qwen 3.6 35B-A3B is a 24GB model, not a 16GB one. VRAM by build, why MoE sizing surprises people, and the GPUs that actually run it.

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buyer-guide Apr 12, 2026

Best GPU for Continue.dev (Local AI Coding) in 2026

Best GPU for Continue.dev in 2026 — run a local Copilot with Ollama. RTX 4060 Ti 16GB for 14B, RTX 4090 for 33B code models.

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buyer-guide Apr 12, 2026

Best GPU for Llama 4 Scout (109B MoE) in 2026 Ranked

Llama 4 Scout is 67GB at Q4, so no single consumer GPU runs it. The multi-card builds that do, the low-bit ones that fit less, and rental costs.

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buyer-guide Apr 12, 2026

Best GPU for Running a Local Coding LLM in 2026

Best GPUs for local AI coding in 2026 — run DeepSeek Coder, Qwen Coder, and other code LLMs as a private Copilot alternative.

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buyer-guide Apr 10, 2026

Best GPU for LLM Summarization in 2026 (5 Picks)

Best GPU for LLM summarization — long context needs extra VRAM for KV cache. RTX 4090 is the sweet spot for 32K context.

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buyer-guide Apr 10, 2026

Local LLM Under $300 in 2026: What 12GB Actually Loads

One used RTX 3060 12GB is all that stays under $300 in 2026. Model by model: what its 12GB loads at Q4, and where the 2026 MoE tier stops it.

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buyer-guide Apr 10, 2026

Best GPU for LM Studio 2026: RTX 4090, or a Used 3090

LM Studio's MLX path is real but CUDA still wins tok/s per dollar. The RTX 4090 is our NVIDIA pick; Apple's M5 Max is the 34B answer.

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buyer-guide Apr 10, 2026

Best GPU for Qwen 3 in 2026 (4B to 72B Compared)

Best GPUs for running Qwen 3 locally in 2026 — from 4B to 72B variants. VRAM requirements, speed comparisons, and hardware picks.

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buyer-guide Apr 9, 2026

Best GPU for Gemma 3 in 2026 (4B-27B Picks Ranked)

Best GPUs for running Google's Gemma 3 locally in 2026 — from 4B to 27B variants. VRAM needs, speed, and hardware picks by budget.

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buyer-guide Apr 9, 2026

Best GPU for Microsoft Phi-4 in 2026 (5 Picks Ranked)

Best GPUs for running Microsoft Phi-4 locally in 2026 — small 14B model that runs comfortably on $400 GPUs. VRAM and speed picks.

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buyer-guide Apr 8, 2026

Best GPU for Llama 4 in 2026: Scout & Maverick Guide

Llama 4 Scout is 67GB at Q4, so two 24GB cards fall short and Maverick needs 245GB. The builds that actually load them, and what they cost.

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buyer-guide Apr 7, 2026

Best GPU for Gemma 2B-27B in 2026 (6 Picks Ranked)

Run Google Gemma locally — VRAM needs for 2B, 7B, and 27B models. Inference speed comparisons and budget-friendly GPU picks.

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buyer-guide Apr 7, 2026

Best GPU for LLM Fine-Tuning in 2026 (Ranked Picks)

Best GPUs for LoRA, QLoRA, and full fine-tuning of LLMs. VRAM requirements, speed benchmarks, and practical recommendations.

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buyer-guide Apr 6, 2026

Best Budget GPU for Local LLM 2026: RTX 3060 to $350

RTX 3060 12GB at $250 runs 7B models. RTX 4060 Ti 16GB at $425 handles 13B. 5 budget GPU picks ranked for Ollama + llama.cpp in 2026.

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buyer-guide Apr 6, 2026

Llama 70B 2026: Why 24GB Isn't Enough (Real Builds)

24GB can't run Llama 70B at usable quality. Dual RTX 3090 at $1,640 is the floor. 4 working builds ranked by tok/s + total cost for 2026.

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buyer-guide Apr 6, 2026

Best GPU for Local LLM Under $2000 in 2026 (Ranked)

The RTX 5090 now runs ~$4,900. Under $2,000 in 2026, dual used RTX 3090s give 48GB and 70B at Q4 — what actually fits the budget, ranked.

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buyer-guide Apr 5, 2026

Best GPU for DeepSeek Models in 2026 (Picks Ranked)

Best GPUs for running DeepSeek-R1, DeepSeek Coder, and DeepSeek V3 locally. VRAM needs, speed benchmarks, and top picks.

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buyer-guide Apr 5, 2026

Best GPU for Open WebUI in 2026 (5 Picks Compared)

Best GPUs for running Open WebUI with Ollama in 2026 — fast local chat interface, practical hardware recommendations from $250.

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buyer-guide Apr 5, 2026

Best GPU for Microsoft Phi-3 in 2026 (Picks Ranked)

Best GPUs for running Phi-3 Mini, Small, and Medium locally in 2026 — VRAM needs, speed comparisons, and budget-friendly picks.

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buyer-guide Apr 5, 2026

Best GPU for Text Generation WebUI in 2026 (Ranked)

Best GPUs for running Oobabooga's Text Generation WebUI locally. VRAM needs for popular models, speed benchmarks, and buying advice.

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buyer-guide Apr 3, 2026

Best GPU for Local LLM Under $1,500 in 2026 (Ranked)

The RTX 4090 left this tier at ~$2,200. A used RTX 3090 is the only 24GB card under $1,500, with tok/s from 7B to 32B compared.

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buyer-guide Apr 3, 2026

Best GPU for Local Whisper Transcription in 2026

Best GPUs for running Whisper locally in 2026 for private audio transcription. Real-time speed comparisons and hardware picks.

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buyer-guide Apr 1, 2026

Best GPU for AI Agents in 2026 (5 Picks Ranked)

Which GPU runs local AI agents well in 2026? VRAM, speed, and hardware picks for autonomous agent workflows from $400 to $2,000.

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buyer-guide Mar 31, 2026

Best GPU for 7B Parameter Models in 2026 (Ranked)

Best GPUs for running 7B LLMs in 2026 — Llama 3 8B, Mistral 7B, and Qwen 7B locally with Ollama. RTX 3060 12GB anchors at $250.

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buyer-guide Mar 27, 2026

Best GPU for 34B Models: Yi, CodeLlama & Qwen

Run 34B parameter models locally in 2026 — Yi-34B, CodeLlama, and Qwen 34B compared. VRAM needs, real-world speeds, and top GPU picks.

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buyer-guide Mar 26, 2026

Best GPU for Ollama 2026: 4090 Speed vs 3090 Value

The RTX 4090 is the fastest Ollama card, but a used RTX 3090 reaches 88% of its 13B speed on the same 24GB for a third of the price.

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buyer-guide Mar 25, 2026

Best Used GPU for Local LLM in 2026 (3090 Top Pick)

Top used GPUs for running local LLMs in 2026 on a budget — RTX 3090, 3080, and others. Pricing, VRAM, and what to avoid buying.

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buyer-guide Mar 24, 2026

Best GPU for 13B Parameter Models in 2026 (Ranked)

Top GPU picks for running Llama 13B, CodeLlama 13B, and other 13B LLMs locally in 2026 — with VRAM, tok/s, and budget tiers from $300.

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buyer-guide Mar 23, 2026

Local LLM Under $1,000: Why 24GB Used Beats 16GB New

The RTX 5070 Ti and 5080 both left this tier in 2026. Under $1,000 the choice is 24GB used against 16GB new, and only 24GB loads a 34B model.

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buyer-guide Mar 23, 2026

Best GPU for Private AI in 2026 (5 Picks for Local)

Top GPUs for running private, local AI inference with no cloud data sharing. Keep your prompts and data completely offline.

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buyer-guide Mar 23, 2026

Best GPU for vLLM Serving in 2026 (5 Picks Ranked)

Best GPU for vLLM inference serving. Covers PagedAttention, throughput benchmarks, and top GPU picks for production LLM deployment.

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buyer-guide Mar 22, 2026

Best GPU for Local LLM Under $500 in 2026 (5 Picks)

Top 5 budget GPUs under $500 for running local LLMs with Ollama and llama.cpp in 2026, ranked by VRAM, speed, and value at $/GB.

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buyer-guide Mar 20, 2026

Best GPU for Code LLMs in 2026 (Qwen Coder, DeepSeek)

Best GPU for running CodeLlama, DeepSeek Coder, and Qwen Coder locally in 2026 — 16GB for 14B, 24GB for 33B code models.

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buyer-guide Mar 19, 2026

Best GPU for RAG Workloads in 2026 (Ranked Picks)

Top GPUs for RAG in 2026 — embedding, vector search, and LLM inference compared. See which cards handle the full pipeline well.

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buyer-guide Mar 18, 2026

Best GPU for LLM Inference Server in 2026 (vLLM)

Top GPUs for serving LLMs to multiple users in 2026 with vLLM, TGI, and Ollama. Production inference server hardware guide.

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buyer-guide Mar 16, 2026

Best GPU for Llama 3 in 2026 (8B-70B Picks Ranked)

Find the best GPU for running Llama 3 8B, 70B, and 405B locally. VRAM requirements, benchmarks, and top picks for every budget.

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buyer-guide Mar 15, 2026

Best GPU for Mistral Models in 2026 (5 Picks Ranked)

Mistral 7B is a 4.4GB download at Q4; Mixtral 8x7B wants 28GB. 5 GPUs ranked from RTX 3060 to 5090 for Mistral and Mixtral in 2026.

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buyer-guide Mar 14, 2026

Best GPU for Qwen Models in 2026 (Qwen 3 + 3.6 Picks)

Best GPU for running Qwen 2.5 models locally, from 0.5B to 72B. VRAM requirements, benchmarks, and top GPU picks by budget.

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