Best hardware for Gemma 4 31B
Among the strongest consumer-grade local models.
30.7B parameters · dense · gemma family
Our picks for this model
Cheapest
$1,280 on eBay ↗ · ~26.2 tok/s est.
one card, no extra setup
AMD card: runs well with Vulkan builds, but expect more setup than an NVIDIA card.
Rule-based picks at Q4_K_M, from live screened prices (how we estimate speed and choose picks). Every option is ranked below.
Q4_K_M
Minimum VRAM: 21.22 GB (file 18.3 GB + context/runtime headroom at 8k ctx; see methodology).
Cheapest fitting cloud offer: RunPod $0.16/hr (rtx-a5000 class, on-demand) · cloud prices checked 2026-10-31.
| Config | Screened price | Total VRAM | Est. watts | Est. tokens/sec | Breakeven vs cloud | Verdict |
|---|---|---|---|---|---|---|
| 1× AMD Radeon RX 7900 XTX
our pick · Cheapest AMD card: more setup than NVIDIA for local AI
| $1,280 | 24 GB | 430 W | ~26.2 | 109 mo | Renting wins at 40 h/mo |
| 1× NVIDIA GeForce RTX 3090 our pick · Easiest | $1,500 | 24 GB | 425 W | ~25.6 | 92 mo | Renting wins at 40 h/mo |
| 1× NVIDIA GeForce RTX 5090 our pick · Fastest | $7,070 | 32 GB | 650 W | ~49 (well above this table's average) | 1,031 mo | Renting wins at 40 h/mo |
| 1× NVIDIA GeForce RTX 3090 Ti | $1,810 | 24 GB | 525 W | ~27.5 | 139 mo | Renting wins at 40 h/mo |
| 1× NVIDIA RTX A5000 | $2,349 | 24 GB | 305 W (well below this table's average) | ~21 | 179 mo | Renting wins at 40 h/mo |
| 2× NVIDIA GeForce RTX 3090 | $3,070 | 48 GB | 775 W | ~25.6 | 521 mo | Renting wins at 40 h/mo |
| 1× NVIDIA GeForce RTX 4090 | $3,720 | 24 GB | 525 W | ~27.5 | 469 mo | Renting wins at 40 h/mo |
| 1× NVIDIA RTX A6000 | $4,460 | 48 GB | 375 W (well below this table's average) | ~21 | 302 mo | Renting wins at 40 h/mo |
| 2× NVIDIA RTX A5000 | $4,729 | 48 GB | 535 W | ~21 | 545 mo | Renting wins at 40 h/mo |
| 4× NVIDIA GeForce RTX 3090 | $6,269 | 96 GB | 1475 W (well above this table's average) | ~25.6 | never | Cloud always cheaper at this power price |
| 2× NVIDIA GeForce RTX 4090 | $7,520 | 48 GB | 975 W (well above this table's average) | ~27.5 | 18,339 mo | Renting wins at 40 h/mo |
| 2× NVIDIA RTX A6000 | $8,930 | 96 GB | 675 W | ~21 | 1,168 mo | Renting wins at 40 h/mo |
| 4× NVIDIA RTX A5000 | $9,529 | 96 GB | 995 W (well above this table's average) | ~21 | 103,594 mo | Renting wins at 40 h/mo |
| 1× NVIDIA Tesla P40 Passive datacenter card: needs a cooling mod and is far slower than modern cards | $350 | 24 GB | 325 W (well below this table's average) | ~9.5 (well below this table's average) | 20 mo | Buying wins by month 21 |
| 2× NVIDIA Tesla P40 Passive datacenter card: needs a cooling mod and is far slower than modern cards | $700 + shipping unknown on 1 of 2 | 48 GB | 575 W | ~9.5 (well below this table's average) | 64 mo | Renting wins at 40 h/mo |
| 1× NVIDIA TITAN RTX Turing-era card: much slower than an RTX 3090 for similar money | $1,168 | 24 GB | 355 W (well below this table's average) | ~18.4 | 93 mo | Renting wins at 40 h/mo |
| 4× NVIDIA Tesla P40 Passive datacenter card: needs a cooling mod and is far slower than modern cards | $1,426 + shipping unknown on 1 of 4 | 96 GB | 1075 W (well above this table's average) | ~9.5 (well below this table's average) | never | Cloud always cheaper at this power price |
- Our pick rows sit on top, then clean configs by price; cards with a caveat (cooling mod needed, or poor value for AI) group last, whatever their price. Watts and tokens/sec turn green or red when they sit far from this table's average (roughly 40% either way).
- Prices link straight to the screened eBay listing; hover for the seller summary. Seller details and the report option live on each card's own page.
- Configs without a screened purchase option are hidden until listings clear the trust screen (a multi-day survival window on eBay).
- Multi-card costs are the sum of that many separate screened listings; the cheapest listing counted twice is not a price anyone can pay. Prices exclude the PSU, board and case a multi-card build usually also needs.
- Tokens/sec are estimates, not benchmarks: spec-sheet memory bandwidth at 50% utilization divided by the model bytes read per token (how and why). Real speeds vary with the runtime and context length.
- Breakeven and verdict use default assumptions (40 h/mo, $0.16/kWh, 24-month horizon, resale at 65% of the going rate); adjust them in the calculator. Hardware links are screened, not guaranteed.
Run your own numbers for Gemma 4 31B (Q4_K_M) in the buy-vs-rent calculator →
Q8_0
Minimum VRAM: 36.23 GB (file 32.6 GB + context/runtime headroom at 8k ctx; see methodology).
Cheapest fitting cloud offer: RunPod $0.33/hr (rtx-a6000 class, on-demand) · cloud prices checked 2026-10-31.
| Config | Screened price | Total VRAM | Est. watts | Est. tokens/sec | Breakeven vs cloud | Verdict |
|---|---|---|---|---|---|---|
| 2× NVIDIA GeForce RTX 3090 | $3,070 | 48 GB | 775 W | ~14.4 | 91 mo | Renting wins at 40 h/mo |
| 1× NVIDIA RTX A6000 | $4,460 | 48 GB | 375 W (well below this table's average) | ~11.8 | 112 mo | Renting wins at 40 h/mo |
| 2× NVIDIA RTX A5000 | $4,729 | 48 GB | 535 W | ~11.8 | 166 mo | Renting wins at 40 h/mo |
| 4× NVIDIA GeForce RTX 3090 | $6,269 | 96 GB | 1475 W (well above this table's average) | ~14.4 | 434 mo | Renting wins at 40 h/mo |
| 2× NVIDIA GeForce RTX 4090 | $7,520 | 48 GB | 975 W | ~15.5 | 422 mo | Renting wins at 40 h/mo |
| 2× NVIDIA RTX A6000 | $8,930 | 96 GB | 675 W | ~11.8 | 274 mo | Renting wins at 40 h/mo |
| 4× NVIDIA RTX A5000 | $9,529 | 96 GB | 995 W | ~11.8 | 485 mo | Renting wins at 40 h/mo |
| 2× NVIDIA Tesla P40 Passive datacenter card: needs a cooling mod and is far slower than modern cards | $700 + shipping unknown on 1 of 2 | 48 GB | 575 W | ~5.3 (well below this table's average) | 18 mo | Buying wins by month 19 |
| 4× NVIDIA Tesla P40 Passive datacenter card: needs a cooling mod and is far slower than modern cards | $1,426 + shipping unknown on 1 of 4 | 96 GB | 1075 W | ~5.3 (well below this table's average) | 59 mo | Renting wins at 40 h/mo |
- Our pick rows sit on top, then clean configs by price; cards with a caveat (cooling mod needed, or poor value for AI) group last, whatever their price. Watts and tokens/sec turn green or red when they sit far from this table's average (roughly 40% either way).
- Prices link straight to the screened eBay listing; hover for the seller summary. Seller details and the report option live on each card's own page.
- Configs without a screened purchase option are hidden until listings clear the trust screen (a multi-day survival window on eBay).
- Multi-card costs are the sum of that many separate screened listings; the cheapest listing counted twice is not a price anyone can pay. Prices exclude the PSU, board and case a multi-card build usually also needs.
- Tokens/sec are estimates, not benchmarks: spec-sheet memory bandwidth at 50% utilization divided by the model bytes read per token (how and why). Real speeds vary with the runtime and context length.
- Breakeven and verdict use default assumptions (40 h/mo, $0.16/kWh, 24-month horizon, resale at 65% of the going rate); adjust them in the calculator. Hardware links are screened, not guaranteed.
Run your own numbers for Gemma 4 31B (Q8_0) in the buy-vs-rent calculator →