What should I buy?

Set a budget and a model size, and we rank the discrete GPUs you can buy for it — using the same fit engine as the “will it run?” calculator. Prices are dated and sourced; no store links, no affiliate links.

Prefer to describe hardware you already own? Use the “will it run?” calculator.

$

Judged with a representative catalog model for this class: DeepSeek-R1-Distill-Qwen-14B (14.8B), best GREEN quant at 8,192 tokens of context. Speeds are estimates, not measurements.

How this list is ranked (reproducible from the numbers below)

  1. Cards that run 13–14B (medium) fully on the GPU come first.
  2. Then by spare VRAM headroom = card VRAM − the best-fitting quant’s required VRAM (more headroom = more room for context or a higher-quality quant).
  3. Then by memory bandwidth per dollar = card bandwidth (GB/s) ÷ price (USD) — a higher number tends to mean faster tokens per dollar.

Assumes a single card plus 32 GB of system RAM (the same assumption the per-GPU pages use). Two-card combos are out of scope for now — see the per-GPU pages for multi-GPU notes.

30 discrete GPUS under $2,000

5 priced cards over budget hidden

NVIDIA Data Center (used)

Runs fully on GPU · best fit GGUF · Q8_0

Estimated 31–42 tok/s (estimate)

$700
Used
as of 2026-07-18 — GPU Poet
price confidence: medium
VRAM
32 GB
Bandwidth
900 GB/s
Headroom
13.9 GiB
GB/s per $
1.286

NVIDIA Data Center (used)

Runs fully on GPU · best fit GGUF · Q8_0

Estimated 12–16 tok/s (estimate)

$250
Used
as of 2026-07-18 — GPUDojo
VRAM
24 GB
Bandwidth
346 GB/s
Headroom
5.9 GiB
GB/s per $
1.384

AMD Radeon RX 7000 (RDNA 3)

Runs fully on GPU · best fit GGUF · Q8_0

Estimated 33–44 tok/s (estimate)

$800
Used
as of 2026-07-18 — BestValueGPU price tracker
VRAM
24 GB
Bandwidth
960 GB/s
Headroom
5.9 GiB
GB/s per $
1.2

NVIDIA GeForce RTX 30 (Ampere)

Runs fully on GPU · best fit GGUF · Q8_0

Estimated 32–43 tok/s (estimate)

$1,050
Used
as of 2026-07-18 — BestValueGPU (eBay used price tracker)
VRAM
24 GB
Bandwidth
936 GB/s
Headroom
5.9 GiB
GB/s per $
0.891

NVIDIA GeForce RTX 30 (Ampere)

Runs fully on GPU · best fit GGUF · Q8_0

Estimated 35–47 tok/s (estimate)

$1,225
Used
as of 2026-07-18 — BestValueGPU (eBay used price tracker)
VRAM
24 GB
Bandwidth
1,008 GB/s
Headroom
5.9 GiB
GB/s per $
0.823

NVIDIA Data Center (used)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 41–55 tok/s (estimate)

$180
Used
as of 2026-07-18 — GPUDojo
price confidence: medium
VRAM
16 GB
Bandwidth
732 GB/s
Headroom
4.8 GiB
GB/s per $
4.067

NVIDIA Data Center (used)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 51–68 tok/s (estimate)

$350
Used
as of 2026-07-18 — GPU Poet
price confidence: medium
VRAM
16 GB
Bandwidth
900 GB/s
Headroom
4.8 GiB
GB/s per $
2.571

Intel Arc (Alchemist)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 32–42 tok/s (estimate)

$279
Used
as of 2026-07-18 — BestValueGPU price tracker
VRAM
16 GB
Bandwidth
560 GB/s
Headroom
4.8 GiB
GB/s per $
2.007

AMD Radeon RX 6000 (RDNA 2)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 29–39 tok/s (estimate)

$390
Used
as of 2026-07-18 — BestValueGPU price tracker
price confidence: medium
VRAM
16 GB
Bandwidth
512 GB/s
Headroom
4.8 GiB
GB/s per $
1.313

AMD Radeon RX 7000 (RDNA 3)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 35–47 tok/s (estimate)

$480
Used
as of 2026-07-18 — BestValueGPU price tracker
VRAM
16 GB
Bandwidth
624 GB/s
Headroom
4.8 GiB
GB/s per $
1.3

AMD Radeon RX 6000 (RDNA 2)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 29–39 tok/s (estimate)

$400
Used
as of 2026-07-18 — BestValueGPU price tracker
price confidence: medium
VRAM
16 GB
Bandwidth
512 GB/s
Headroom
4.8 GiB
GB/s per $
1.28

AMD Radeon RX 9000 (RDNA 4)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 36–48 tok/s (estimate)

$574
New
as of 2026-07-18 — BestValueGPU price tracker
price confidence: medium
VRAM
16 GB
Bandwidth
640 GB/s
Headroom
4.8 GiB
GB/s per $
1.115

NVIDIA GeForce RTX 50 (Blackwell)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 51–68 tok/s (estimate)

$899
New
as of 2026-07-18 — BestValueGPU price tracker
VRAM
16 GB
Bandwidth
896 GB/s
Headroom
4.8 GiB
GB/s per $
0.997

AMD Radeon RX 9000 (RDNA 4)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 36–48 tok/s (estimate)

$699
New
as of 2026-07-18 — BestValueGPU price tracker
VRAM
16 GB
Bandwidth
640 GB/s
Headroom
4.8 GiB
GB/s per $
0.916

NVIDIA GeForce RTX 40 (Ada Lovelace)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 38–51 tok/s (estimate)

$748
Used
as of 2026-07-18 — BestValueGPU
VRAM
16 GB
Bandwidth
672 GB/s
Headroom
4.8 GiB
GB/s per $
0.898

NVIDIA GeForce RTX 40 (Ada Lovelace)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 42–56 tok/s (estimate)

$835
Used
as of 2026-07-18 — BestValueGPU
VRAM
16 GB
Bandwidth
736 GB/s
Headroom
4.8 GiB
GB/s per $
0.881

NVIDIA GeForce RTX 40 (Ada Lovelace)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 41–54 tok/s (estimate)

$825
Used
as of 2026-07-18 — BestValueGPU
VRAM
16 GB
Bandwidth
717 GB/s
Headroom
4.8 GiB
GB/s per $
0.869

NVIDIA GeForce RTX 50 (Blackwell)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 25–34 tok/s (estimate)

$559
New
as of 2026-07-18 — BestValueGPU price tracker
price confidence: medium
VRAM
16 GB
Bandwidth
448 GB/s
Headroom
4.8 GiB
GB/s per $
0.801

NVIDIA GeForce RTX 50 (Blackwell)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 54–72 tok/s (estimate)

$1,249
New
as of 2026-07-18 — BestValueGPU price tracker
VRAM
16 GB
Bandwidth
960 GB/s
Headroom
4.8 GiB
GB/s per $
0.769

NVIDIA RTX Workstation (Ampere)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 25–34 tok/s (estimate)

$800
Used
as of 2026-07-18 — GPUDojo
price confidence: medium
VRAM
16 GB
Bandwidth
448 GB/s
Headroom
4.8 GiB
GB/s per $
0.56

AMD Radeon RX 7000 (RDNA 3)

Runs fully on GPU · best fit GGUF · Q8_0

Estimated 28–37 tok/s (estimate)

$599
Used
as of 2026-07-18 — BestValueGPU price tracker
VRAM
20 GB
Bandwidth
800 GB/s
Headroom
1.9 GiB
GB/s per $
1.336

NVIDIA GeForce RTX 30 (Ampere)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 20–27 tok/s (estimate)

$250
Used
as of 2026-07-18 — BestValueGPU (eBay used price tracker)
VRAM
12 GB
Bandwidth
360 GB/s
Headroom
0.8 GiB
GB/s per $
1.44

Intel Arc (Battlemage)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 26–34 tok/s (estimate)

$369
New
as of 2026-07-18 — BestValueGPU price tracker
VRAM
12 GB
Bandwidth
456 GB/s
Headroom
0.8 GiB
GB/s per $
1.236

NVIDIA GeForce RTX 40 (Ada Lovelace)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 29–38 tok/s (estimate)

$450
Used
as of 2026-07-18 — BestValueGPU
VRAM
12 GB
Bandwidth
504 GB/s
Headroom
0.8 GiB
GB/s per $
1.12

NVIDIA GeForce RTX 50 (Blackwell)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 38–51 tok/s (estimate)

$629
New
as of 2026-07-18 — BestValueGPU price tracker
VRAM
12 GB
Bandwidth
672 GB/s
Headroom
0.8 GiB
GB/s per $
1.068

NVIDIA GeForce RTX 40 (Ada Lovelace)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 29–38 tok/s (estimate)

$536
Used
as of 2026-07-18 — BestValueGPU
VRAM
12 GB
Bandwidth
504 GB/s
Headroom
0.8 GiB
GB/s per $
0.94

NVIDIA GeForce RTX 40 (Ada Lovelace)

Runs fully on GPU · best fit GGUF · Q4_K_M

Estimated 29–38 tok/s (estimate)

$550
Used
as of 2026-07-18 — BestValueGPU
VRAM
12 GB
Bandwidth
504 GB/s
Headroom
0.8 GiB
GB/s per $
0.916

NVIDIA GeForce RTX 30 (Ampere)

Runs with CPU offload (slower) · best fit GGUF · Q8_0

Estimated 3–5 tok/s (estimate) (with offload)

$250
Used
as of 2026-07-18 — BestValueGPU (eBay used price tracker)
price confidence: medium
VRAM
8 GB
Bandwidth
608 GB/s
GB/s per $
2.432

NVIDIA GeForce RTX 30 (Ampere)

Runs with CPU offload (slower) · best fit GGUF · Q8_0

Estimated 4–6 tok/s (estimate) (with offload)

$325
Used
as of 2026-07-18 — BestValueGPU (eBay used price tracker)
VRAM
10 GB
Bandwidth
760 GB/s
GB/s per $
2.338

NVIDIA GeForce RTX 30 (Ampere)

Runs with CPU offload (slower) · best fit GGUF · Q8_0

Estimated 3–5 tok/s (estimate) (with offload)

$220
Used
as of 2026-07-18 — BestValueGPU (eBay used price tracker)
VRAM
8 GB
Bandwidth
448 GB/s
GB/s per $
2.036

What’s excluded, and why

  • Whole systems (not add-in cards): Apple Silicon (unified-memory Macs) (39), AI mini-PCs (unified memory) (2), CPU-only (system RAM) (3) — excluded from budget ranking in v1.
  • Low-confidence prices (excluded from ranking): RTX 4060 Ti 16GB ($600 used, Jawa, as of 2026-07-18)
  • Prices are point-in-time observations from the named source, not offers. New vs used is always shown. We don’t link to storefronts.