๐Ÿ“š More on this topic: Best GPU Under $300 ยท GPU Buying Guide ยท What Can You Run on 16GB VRAM ยท What Can You Run on 12GB VRAM

$500 is the sweet spot where local AI gets serious. You can run 14B-32B models at usable speeds, handle Stable Diffusion XL without compromise, and even squeeze some 70B models with offloading. The question is which card gives you the best balance of VRAM, speed, and reliability.

This guide compares every worthwhile option under $500 โ€” new and used โ€” with real benchmarks and clear recommendations.


The $500 GPU Landscape

At this budget, you have two paths:

  1. New cards with warranty โ€” RTX 4060 Ti 16GB, RX 7700 XT
  2. Used cards with more power โ€” RTX 3080, RTX 3060 12GB

The tradeoff: used cards offer more raw performance, but you lose warranty protection and take on reliability risk.

GPUVRAMNew PriceUsed PriceBest For
RTX 4060 Ti 16GB16GB$449-499$380-420Balanced new option
RTX 3080 10GB10GBN/A$350-400Raw speed on budget
RTX 3060 12GB12GB$280-330$170-220Best VRAM/dollar
RX 7700 XT12GB$400-450$320-360AMD alternative

RTX 4060 Ti 16GB โ€” Best New Card Under $500

The RTX 4060 Ti 16GB is NVIDIA’s answer to the “we need more VRAM” complaints. It’s the same Ada Lovelace architecture as the 8GB version, but with double the memory.

SpecRTX 4060 Ti 16GB
VRAM16GB GDDR6
Memory Bandwidth288 GB/s
CUDA Cores4352
TDP165W
New Price$449-499

LLM Performance

ModelSpeedVRAM Usage
Llama 3.1 8B Q4~55-65 tok/s~5GB
Qwen 2.5 14B Q4~28-35 tok/s~9GB
Qwen 2.5 14B Q6~25-30 tok/s~11GB
DeepSeek R1 Distill 14B Q4~28-32 tok/s~9GB
Qwen 2.5 32B Q3~12-15 tok/s~15GB (tight)

The 16GB opens up the entire 14B tier at high quality (Q6-Q8) and can squeeze 32B models at aggressive quantization.

Image Generation

TaskPerformance
SDXL 1024x1024~5-6 sec
SD 1.5 512x512~2-3 sec
Flux (NF4/FP8)~30-40 sec

Pros

  • 16GB VRAM โ€” enough for 14B at Q8 and 32B at Q3
  • Low power draw (165W) โ€” works with most PSUs
  • Modern architecture with excellent CUDA support
  • 3-year warranty from NVIDIA/AIB
  • Quiet and cool under load

Cons

  • Low memory bandwidth (288 GB/s) hurts tok/s
  • Expensive per GB of VRAM vs used options
  • 32B models are a tight fit

Buy if: You want a new card with warranty, run 14B models primarily, and value efficiency over raw speed.


Used RTX 3080 10GB โ€” Best Performance Under $500

The RTX 3080 10GB was the 2020 flagship. Used prices have dropped to $350-400, making it an incredible value for raw compute power.

SpecRTX 3080 10GB
VRAM10GB GDDR6X
Memory Bandwidth760 GB/s
CUDA Cores8704
TDP320W
Used Price$350-400

LLM Performance

ModelSpeedVRAM Usage
Llama 3.1 8B Q4~70-85 tok/s~5GB
Qwen 2.5 14B Q4~35-42 tok/s~9GB (tight)
Mistral 7B Q4~75-90 tok/s~4.5GB
32B modelsWon’t fitโ€”

The 3080’s higher bandwidth delivers 25-30% faster token generation than the 4060 Ti on models that fit. But 10GB limits you to 14B at Q4 with minimal context headroom.

Image Generation

TaskPerformance
SDXL 1024x1024~4-5 sec
SD 1.5 512x512~2 sec
Flux (NF4)~25-30 sec

Pros

  • Excellent tok/s thanks to high bandwidth
  • Great for 7B-8B models at maximum speed
  • Handles SDXL and image gen well
  • Much cheaper than equivalent new cards

Cons

  • 10GB VRAM limits model options
  • 320W TDP requires beefy PSU (750W+)
  • No warranty (used)
  • Runs hot and loud

Buy if: You primarily run 7B-8B models and want maximum speed, or you’ll use it for image generation where 10GB is adequate.


RTX 3060 12GB โ€” Best VRAM Per Dollar

The RTX 3060 12GB is still the budget champion. At $170-220 used, nothing matches its VRAM-per-dollar ratio.

SpecRTX 3060 12GB
VRAM12GB GDDR6
Memory Bandwidth360 GB/s
CUDA Cores3584
TDP170W
Used Price$170-220
New Price$280-330

LLM Performance

ModelSpeedVRAM Usage
Llama 3.1 8B Q4~38-42 tok/s~5GB
Qwen 2.5 14B Q4~18-22 tok/s~9GB
Mistral 7B Q4~40-45 tok/s~4.5GB
DeepSeek R1 Distill 14B Q4~18-22 tok/s~9GB

Slower than the 3080 and 4060 Ti, but 12GB means you can run 14B models with comfortable context headroom.

Why It Still Wins on Value

MetricRTX 3060 12GBRTX 4060 Ti 16GBRTX 3080 10GB
Price$200$450$375
VRAM12GB16GB10GB
$/GB$16.67$28.12$37.50

If budget is your primary constraint, the 3060 12GB delivers more usable VRAM per dollar than anything else.

Buy if: Budget is tight, you want 14B model capability, and you can tolerate slower speeds.


RX 7700 XT โ€” AMD Alternative

The RX 7700 XT is AMD’s answer to the RTX 4060 Ti. Same 12GB as the 3060, but with modern architecture and better bandwidth.

SpecRX 7700 XT
VRAM12GB GDDR6
Memory Bandwidth432 GB/s
Stream Processors3456
TDP245W
New Price$400-450

The ROCm Reality

AMD GPUs use ROCm instead of CUDA. Support has improved dramatically, but it’s not seamless:

# May be needed for RX 7700 XT
HSA_OVERRIDE_GFX_VERSION=11.0.0 ollama serve

What works well:

  • Ollama (mostly)
  • llama.cpp with ROCm build
  • PyTorch with ROCm

What’s rough:

  • LM Studio (limited support)
  • Some GGUF quantizations
  • Debugging when things break

LLM Performance (with ROCm)

ModelSpeed
Llama 3.1 8B Q4~45-55 tok/s
Qwen 2.5 14B Q4~22-28 tok/s

Performance is solid when it works, but expect more setup hassle than NVIDIA.

Buy if: You’re comfortable with Linux, want 12GB new with warranty, and don’t mind troubleshooting ROCm.


Head-to-Head Comparison

GPUVRAM8B Speed14B Q4Context @ 14BPriceValue
RTX 4060 Ti 16GB16GB60 tok/sโœ“ (28 tok/s)16K+$450Good
RTX 3080 10GB10GB80 tok/sTight4K$375Good
RTX 3060 12GB12GB40 tok/sโœ“ (20 tok/s)8K$200Best
RX 7700 XT12GB50 tok/sโœ“ (25 tok/s)8K$425OK

Which GPU Should You Buy?

Buy the RTX 4060 Ti 16GB if:

  • You want a new card with warranty
  • You’ll primarily run 14B models
  • You want to experiment with 32B at Q3
  • Your PSU is under 650W
  • Quiet operation matters

Buy the used RTX 3080 if:

  • 7B-8B models are your focus
  • You want maximum tok/s on smaller models
  • You’ll do image generation heavily
  • You have a 750W+ PSU
  • You’re comfortable with used hardware risk

Buy the RTX 3060 12GB if:

  • Budget is the priority ($200 vs $450)
  • You want 14B capability cheaply
  • Slower speeds are acceptable
  • You’d rather save money for a future upgrade

Buy the RX 7700 XT if:

  • You prefer AMD and use Linux
  • You want 12GB new with warranty
  • You’re comfortable with ROCm troubleshooting

The $500 Strategy Question

Here’s the real decision: do you spend your full budget now, or save some for later?

Option A: Spend $450 on RTX 4060 Ti 16GB

  • Gets you 14B+ capability today
  • Warranty protection
  • No upgrade path for a while

Option B: Spend $200 on RTX 3060 12GB, save $250

  • Same 14B capability (slower)
  • Money saved toward future RTX 3090 or 4080
  • Can upgrade when prices drop

For many people, Option B makes more sense. The 3060 12GB handles everything the 4060 Ti can except 32B models (which barely fit anyway). Save the difference for when used RTX 3090s drop to $600 or RTX 4080s hit the used market.


Power Supply Requirements

GPUMinimum PSURecommended PSU
RTX 4060 Ti 16GB550W650W 80+ Gold
RTX 3080 10GB700W850W 80+ Gold
RTX 3060 12GB500W550W 80+ Bronze
RX 7700 XT600W700W 80+ Gold

If your PSU is under 650W, factor in a $80-120 upgrade when considering the RTX 3080.


The Bottom Line

Best overall under $500: RTX 4060 Ti 16GB ($450) โ€” 16GB VRAM, warranty, efficiency, and enough power for 14B models at good quality.

Best value: RTX 3060 12GB used ($170-220) โ€” Same 14B capability for less than half the price. Save the difference for a future upgrade.

Best speed: RTX 3080 10GB used ($350-400) โ€” Fastest tok/s in this range, but 10GB limits model options.

Skip: The RX 7700 XT unless you specifically need AMD. The software hassle isn’t worth it when NVIDIA options exist at similar prices.

The decision framework: if you value warranty and VRAM, buy the 4060 Ti 16GB. If you value budget and upgradability, buy the 3060 12GB and bank the savings. If you value speed on smaller models, buy the used 3080.