What Can I Run AI?

GPU power consumption for local LLMs

How many watts does running an LLM at home take, and what does it cost? This page puts each GPU's rated board power next to our token-speed estimate, so you can see tokens per watt, energy per million tokens and electricity cost for 62 GPUs.

GPUs
62 with published board power
Board power
70–600 W
Example rate
$0.18/kWh not a sourced average

Short answer: electricity is a small cost per token (well under a dollar per million tokens on most cards for an 8B model). Board power matters more for your PSU, heat and noise than for your bill. The most efficient cards are the ones with the most memory bandwidth per watt.

How we estimate it

Wh per 1M tokens = board power (W) ÷ tok/s × 1,000,000 ÷ 3,600 · cost = Wh ÷ 1,000 × $/kWh

Board power is the maker's rating for the reference card (NVIDIA Founders Edition, AMD reference). Partner cards can be higher. Real draw while generating tokens is often lower, so treat energy and cost as a worst case for the GPU alone. Speed is our bandwidth-based decode estimate (how we estimate). The $0.18/kWh rate is an example (the same default as the planner); multiply by your rate ÷ 0.18.

Energy and cost per million tokens

Llama-3.1-8B-Instruct at Q4

Llama-3.1-8B-Instruct needs ~6.6 GB at Q4, so 61 of 62 GPUs fit it. Sorted by tokens per second per 100 W of board power.

Llama-3.1-8B-Instruct: board power, estimated speed, energy and example electricity cost per million tokens by GPU
GPUBoard powerEst. tok/stok/s per 100 WWh per 1M tokensCost per 1M tokensList price
NVIDIA RTX A500024 GB · 768 GB/s230 W95–13449.7476–675$0.09–$0.12$2,250
NVIDIA RTX 6000 Ada 48GB48 GB · 960 GB/s300 W118–16847.7497–704$0.09–$0.13$6,799
NVIDIA RTX A400016 GB · 448 GB/s140 W55–7847.7497–704$0.09–$0.13$1,000
NVIDIA RTX 2000 Ada 16GB16 GB · 224 GB/s70 W28–3947.7497–704$0.09–$0.13$649
GeForce RTX 509032 GB · 1792 GB/s575 W221–31346.4510–723$0.09–$0.13$1,999
GeForce RTX 50608 GB · 448 GB/s145 W55–7846.0515–729$0.09–$0.13$299
GeForce RTX 5070 Ti16 GB · 896 GB/s300 W110–15644.5533–755$0.10–$0.14$749
NVIDIA RTX Pro 6000 Blackwell 96GB96 GB · 1792 GB/s600 W221–31344.5533–755$0.10–$0.14$8,565
Radeon RX 907016 GB · 640 GB/s220 W79–11243.3547–775$0.10–$0.14$549
NVIDIA RTX 4000 Ada 20GB20 GB · 360 GB/s130 W44–6341.2575–814$0.10–$0.15$1,250
Radeon RX 7900 XTX24 GB · 960 GB/s355 W118–16840.3588–833$0.11–$0.15$999
GeForce RTX 507012 GB · 672 GB/s250 W83–11740.0592–838$0.11–$0.15$549
GeForce RTX 309024 GB · 936 GB/s350 W115–16339.8595–843$0.11–$0.15$1,499
GeForce RTX 508016 GB · 960 GB/s360 W118–16839.7597–845$0.11–$0.15$999
Intel Arc Pro B70 32GB32 GB · 608 GB/s230 W75–10639.4602–853$0.11–$0.15$949
GeForce RTX 3080 12GB12 GB · 912 GB/s350 W112–15938.8611–865$0.11–$0.16$799
GeForce RTX 2060 Super8 GB · 448 GB/s175 W55–7838.1621–880$0.11–$0.16$399
GeForce RTX 20708 GB · 448 GB/s175 W55–7838.1621–880$0.11–$0.16$499
NVIDIA RTX A600048 GB · 768 GB/s300 W95–13438.1621–880$0.11–$0.16$4,649
Radeon RX 7900 XT20 GB · 800 GB/s315 W99–14037.8626–887$0.11–$0.16$899
Intel Arc B57010 GB · 380 GB/s150 W47–6637.7628–890$0.11–$0.16$219
GeForce RTX 407012 GB · 504 GB/s200 W62–8837.5631–894$0.11–$0.16$599
GeForce RTX 5060 Ti 8GB8 GB · 448 GB/s180 W55–7837.1639–906$0.12–$0.16$379
GeForce RTX 5060 Ti 16GB16 GB · 448 GB/s180 W55–7837.1639–906$0.12–$0.16$429
Intel Arc A770 16GB16 GB · 560 GB/s225 W69–9837.1639–906$0.12–$0.16$349
GeForce RTX 2080 Ti11 GB · 616 GB/s250 W76–10836.7646–915$0.12–$0.16$999
NVIDIA Titan RTX24 GB · 672 GB/s280 W83–11735.7663–939$0.12–$0.17$2,499
GeForce RTX 3080 10GB10 GB · 760 GB/s320 W94–13335.4670–949$0.12–$0.17$699
Radeon RX 7800 XT16 GB · 624 GB/s263 W77–10935.3671–950$0.12–$0.17$499
GeForce RTX 40608 GB · 272 GB/s115 W34–4735.2673–953$0.12–$0.17$299
GeForce RTX 4070 Ti Super16 GB · 672 GB/s285 W83–11735.1675–956$0.12–$0.17$799
GeForce RTX 4080 Super16 GB · 736 GB/s320 W91–12934.3692–980$0.12–$0.18$999
GeForce RTX 4070 Super12 GB · 504 GB/s220 W62–8834.1694–984$0.13–$0.18$599
Intel Arc A7508 GB · 512 GB/s225 W63–8933.9699–990$0.13–$0.18$289
GeForce RTX 408016 GB · 717 GB/s320 W88–12533.4710–1,006$0.13–$0.18$1,199
GeForce RTX 3060 Ti8 GB · 448 GB/s200 W55–7833.4710–1,006$0.13–$0.18$399
GeForce RTX 3090 Ti24 GB · 1008 GB/s450 W124–17633.4710–1,006$0.13–$0.18$1,999
GeForce RTX 409024 GB · 1008 GB/s450 W124–17633.4710–1,006$0.13–$0.18$1,599
Radeon RX 7900 GRE16 GB · 576 GB/s260 W71–10133.0718–1,017$0.13–$0.18$549
Radeon RX 9060 XT 8GB8 GB · 320 GB/s150 W39–5631.8746–1,056$0.13–$0.19$299
GeForce RTX 3060 12GB12 GB · 360 GB/s170 W44–6331.5751–1,064$0.14–$0.19$329
Radeon RX 9070 XT16 GB · 640 GB/s304 W79–11231.4756–1,071$0.14–$0.19$599
GeForce RTX 3070 Ti8 GB · 608 GB/s290 W75–10631.2759–1,075$0.14–$0.19$599
GeForce RTX 2070 Super8 GB · 448 GB/s215 W55–7831.0764–1,082$0.14–$0.19$499
GeForce RTX 20808 GB · 448 GB/s215 W55–7831.0764–1,082$0.14–$0.19$699
Radeon RX 680016 GB · 512 GB/s250 W63–8930.5777–1,101$0.14–$0.20$579
GeForce RTX 30708 GB · 448 GB/s220 W55–7830.3781–1,107$0.14–$0.20$499
Radeon RX 9060 XT 16GB16 GB · 320 GB/s160 W39–5629.8795–1,127$0.14–$0.20$349
GeForce RTX 2080 Super8 GB · 496 GB/s250 W61–8729.5802–1,136$0.14–$0.20$699
GeForce RTX 4060 Ti 8GB8 GB · 288 GB/s160 W35–5026.8884–1,252$0.16–$0.23$399
GeForce RTX 4070 Ti12 GB · 504 GB/s285 W62–8826.3900–1,275$0.16–$0.23$799
Radeon RX 7700 XT12 GB · 432 GB/s245 W53–7526.3902–1,278$0.16–$0.23$449
GeForce RTX 4060 Ti 16GB16 GB · 288 GB/s165 W35–5026.0911–1,291$0.16–$0.23$499
Radeon RX 76008 GB · 288 GB/s165 W35–5026.0911–1,291$0.16–$0.23$269
Radeon RX 6750 XT12 GB · 432 GB/s250 W53–7525.7921–1,304$0.17–$0.23$549
GeForce RTX 3050 8GB8 GB · 224 GB/s130 W28–3925.7923–1,308$0.17–$0.24$249
Radeon RX 6950 XT16 GB · 576 GB/s335 W71–10125.6925–1,311$0.17–$0.24$1,099
Radeon RX 6800 XT16 GB · 512 GB/s300 W63–8925.4932–1,321$0.17–$0.24$649
Radeon RX 6900 XT16 GB · 512 GB/s300 W63–8925.4932–1,321$0.17–$0.24$999
Radeon RX 6700 XT12 GB · 384 GB/s230 W47–6724.9953–1,350$0.17–$0.24$479
Radeon RX 7600 XT16 GB · 288 GB/s190 W35–5022.61,050–1,487$0.19–$0.27$329

Qwen3-14B at Q4

Qwen3-14B needs ~11.3 GB at Q4, so 33 of 62 GPUs fit it. Sorted by tokens per second per 100 W of board power.

Qwen3-14B: board power, estimated speed, energy and example electricity cost per million tokens by GPU
GPUBoard powerEst. tok/stok/s per 100 WWh per 1M tokensCost per 1M tokensList price
NVIDIA RTX A500024 GB · 768 GB/s230 W51–7327.0876–1,241$0.16–$0.22$2,250
NVIDIA RTX A400016 GB · 448 GB/s140 W30–4325.9914–1,295$0.16–$0.23$1,000
NVIDIA RTX 2000 Ada 16GB16 GB · 224 GB/s70 W15–2125.9914–1,295$0.16–$0.23$649
NVIDIA RTX 6000 Ada 48GB48 GB · 960 GB/s300 W64–9125.9914–1,295$0.16–$0.23$6,799
GeForce RTX 509032 GB · 1792 GB/s575 W120–17025.2939–1,330$0.17–$0.24$1,999
GeForce RTX 5070 Ti16 GB · 896 GB/s300 W60–8524.2980–1,388$0.18–$0.25$749
NVIDIA RTX Pro 6000 Blackwell 96GB96 GB · 1792 GB/s600 W120–17024.2980–1,388$0.18–$0.25$8,565
Radeon RX 907016 GB · 640 GB/s220 W43–6123.61,006–1,425$0.18–$0.26$549
NVIDIA RTX 4000 Ada 20GB20 GB · 360 GB/s130 W24–3422.41,057–1,497$0.19–$0.27$1,250
Radeon RX 7900 XTX24 GB · 960 GB/s355 W64–9121.91,082–1,533$0.19–$0.28$999
GeForce RTX 309024 GB · 936 GB/s350 W63–8921.71,094–1,550$0.20–$0.28$1,499
GeForce RTX 508016 GB · 960 GB/s360 W64–9121.61,097–1,554$0.20–$0.28$999
Intel Arc Pro B70 32GB32 GB · 608 GB/s230 W41–5821.41,107–1,568$0.20–$0.28$949
NVIDIA RTX A600048 GB · 768 GB/s300 W51–7320.71,143–1,619$0.21–$0.29$4,649
Radeon RX 7900 XT20 GB · 800 GB/s315 W54–7620.61,152–1,632$0.21–$0.29$899
GeForce RTX 5060 Ti 16GB16 GB · 448 GB/s180 W30–4320.21,176–1,665$0.21–$0.30$429
Intel Arc A770 16GB16 GB · 560 GB/s225 W38–5320.21,176–1,665$0.21–$0.30$349
NVIDIA Titan RTX24 GB · 672 GB/s280 W45–6419.41,219–1,727$0.22–$0.31$2,499
Radeon RX 7800 XT16 GB · 624 GB/s263 W42–5919.21,233–1,747$0.22–$0.31$499
GeForce RTX 4070 Ti Super16 GB · 672 GB/s285 W45–6419.11,241–1,758$0.22–$0.32$799
GeForce RTX 4080 Super16 GB · 736 GB/s320 W49–7018.61,272–1,802$0.23–$0.32$999
GeForce RTX 408016 GB · 717 GB/s320 W48–6818.11,306–1,850$0.24–$0.33$1,199
GeForce RTX 3090 Ti24 GB · 1008 GB/s450 W68–9618.11,306–1,850$0.24–$0.33$1,999
GeForce RTX 409024 GB · 1008 GB/s450 W68–9618.11,306–1,850$0.24–$0.33$1,599
Radeon RX 7900 GRE16 GB · 576 GB/s260 W39–5517.91,321–1,871$0.24–$0.34$549
Radeon RX 9070 XT16 GB · 640 GB/s304 W43–6117.01,390–1,969$0.25–$0.35$599
Radeon RX 680016 GB · 512 GB/s250 W34–4916.61,429–2,024$0.26–$0.36$579
Radeon RX 9060 XT 16GB16 GB · 320 GB/s160 W21–3016.21,463–2,073$0.26–$0.37$349
GeForce RTX 4060 Ti 16GB16 GB · 288 GB/s165 W19–2714.11,676–2,375$0.30–$0.43$499
Radeon RX 6950 XT16 GB · 576 GB/s335 W39–5513.91,702–2,411$0.31–$0.43$1,099
Radeon RX 6800 XT16 GB · 512 GB/s300 W34–4913.81,714–2,429$0.31–$0.44$649
Radeon RX 6900 XT16 GB · 512 GB/s300 W34–4913.81,714–2,429$0.31–$0.44$999
Radeon RX 7600 XT16 GB · 288 GB/s190 W19–2712.31,930–2,735$0.35–$0.49$329

gpt-oss-20b at Q4

gpt-oss-20b needs ~15.6 GB at Q4, so 13 of 62 GPUs fit it. Sorted by tokens per second per 100 W of board power. MoE speeds are upper bounds.

gpt-oss-20b: board power, estimated speed, energy and example electricity cost per million tokens by GPU
GPUBoard powerEst. tok/stok/s per 100 WWh per 1M tokensCost per 1M tokensList price
NVIDIA RTX A500024 GB · 768 GB/s230 Wup to 299130.0214+$0.04+$2,250
NVIDIA RTX 6000 Ada 48GB48 GB · 960 GB/s300 Wup to 374124.6223+$0.04+$6,799
GeForce RTX 509032 GB · 1792 GB/s575 Wup to 698121.4229+$0.04+$1,999
NVIDIA RTX Pro 6000 Blackwell 96GB96 GB · 1792 GB/s600 Wup to 698116.3239+$0.04+$8,565
NVIDIA RTX 4000 Ada 20GB20 GB · 360 GB/s130 Wup to 140107.9258+$0.05+$1,250
Radeon RX 7900 XTX24 GB · 960 GB/s355 Wup to 374105.3264+$0.05+$999
GeForce RTX 309024 GB · 936 GB/s350 Wup to 365104.2267+$0.05+$1,499
Intel Arc Pro B70 32GB32 GB · 608 GB/s230 Wup to 237103.0270+$0.05+$949
NVIDIA RTX A600048 GB · 768 GB/s300 Wup to 29999.7279+$0.05+$4,649
Radeon RX 7900 XT20 GB · 800 GB/s315 Wup to 31298.9281+$0.05+$899
NVIDIA Titan RTX24 GB · 672 GB/s280 Wup to 26293.5297+$0.05+$2,499
GeForce RTX 3090 Ti24 GB · 1008 GB/s450 Wup to 39387.2318+$0.06+$1,999
GeForce RTX 409024 GB · 1008 GB/s450 Wup to 39387.2318+$0.06+$1,599

Cost per hour at full board power

Worst case for the GPU alone, at $0.18/kWh. "Per year" assumes 8 hours a day at full board power every day.

GPU board power and example electricity cost per hour, per 8-hour day and per year
GPUBoard powerPer hourPer 8 h dayPer year (8 h/day)
NVIDIA RTX 2000 Ada 16GB16 GB · $64970 W$0.01$0.10$37
GeForce RTX 40608 GB · $299115 W$0.02$0.17$60
GeForce RTX 3050 8GB8 GB · $249130 W$0.02$0.19$68
NVIDIA RTX 4000 Ada 20GB20 GB · $1,250130 W$0.02$0.19$68
NVIDIA RTX A400016 GB · $1,000140 W$0.03$0.20$74
GeForce RTX 50608 GB · $299145 W$0.03$0.21$76
Radeon RX 9060 XT 8GB8 GB · $299150 W$0.03$0.22$79
Intel Arc B57010 GB · $219150 W$0.03$0.22$79
GeForce RTX 2060 6GB6 GB · $349160 W$0.03$0.23$84
GeForce RTX 4060 Ti 8GB8 GB · $399160 W$0.03$0.23$84
Radeon RX 9060 XT 16GB16 GB · $349160 W$0.03$0.23$84
GeForce RTX 4060 Ti 16GB16 GB · $499165 W$0.03$0.24$87
Radeon RX 76008 GB · $269165 W$0.03$0.24$87
GeForce RTX 3060 12GB12 GB · $329170 W$0.03$0.24$89
GeForce RTX 2060 Super8 GB · $399175 W$0.03$0.25$92
GeForce RTX 20708 GB · $499175 W$0.03$0.25$92
GeForce RTX 5060 Ti 8GB8 GB · $379180 W$0.03$0.26$95
GeForce RTX 5060 Ti 16GB16 GB · $429180 W$0.03$0.26$95
Radeon RX 7600 XT16 GB · $329190 W$0.03$0.27$100
GeForce RTX 3060 Ti8 GB · $399200 W$0.04$0.29$105
GeForce RTX 407012 GB · $599200 W$0.04$0.29$105
GeForce RTX 2070 Super8 GB · $499215 W$0.04$0.31$113
GeForce RTX 20808 GB · $699215 W$0.04$0.31$113
GeForce RTX 30708 GB · $499220 W$0.04$0.32$116
GeForce RTX 4070 Super12 GB · $599220 W$0.04$0.32$116
Radeon RX 907016 GB · $549220 W$0.04$0.32$116
Intel Arc A7508 GB · $289225 W$0.04$0.32$118
Intel Arc A770 16GB16 GB · $349225 W$0.04$0.32$118
Intel Arc Pro B70 32GB32 GB · $949230 W$0.04$0.33$121
Radeon RX 6700 XT12 GB · $479230 W$0.04$0.33$121
NVIDIA RTX A500024 GB · $2,250230 W$0.04$0.33$121
Radeon RX 7700 XT12 GB · $449245 W$0.04$0.35$129
GeForce RTX 507012 GB · $549250 W$0.04$0.36$131
GeForce RTX 2080 Super8 GB · $699250 W$0.04$0.36$131
GeForce RTX 2080 Ti11 GB · $999250 W$0.04$0.36$131
Radeon RX 6750 XT12 GB · $549250 W$0.04$0.36$131
Radeon RX 680016 GB · $579250 W$0.04$0.36$131
Radeon RX 7900 GRE16 GB · $549260 W$0.05$0.37$137
Radeon RX 7800 XT16 GB · $499263 W$0.05$0.38$138
NVIDIA Titan RTX24 GB · $2,499280 W$0.05$0.40$147
GeForce RTX 4070 Ti Super16 GB · $799285 W$0.05$0.41$150
GeForce RTX 4070 Ti12 GB · $799285 W$0.05$0.41$150
GeForce RTX 3070 Ti8 GB · $599290 W$0.05$0.42$152
GeForce RTX 5070 Ti16 GB · $749300 W$0.05$0.43$158
Radeon RX 6800 XT16 GB · $649300 W$0.05$0.43$158
Radeon RX 6900 XT16 GB · $999300 W$0.05$0.43$158
NVIDIA RTX A600048 GB · $4,649300 W$0.05$0.43$158
NVIDIA RTX 6000 Ada 48GB48 GB · $6,799300 W$0.05$0.43$158
Radeon RX 9070 XT16 GB · $599304 W$0.05$0.44$160
Radeon RX 7900 XT20 GB · $899315 W$0.06$0.45$166
GeForce RTX 3080 10GB10 GB · $699320 W$0.06$0.46$168
GeForce RTX 4080 Super16 GB · $999320 W$0.06$0.46$168
GeForce RTX 408016 GB · $1,199320 W$0.06$0.46$168
Radeon RX 6950 XT16 GB · $1,099335 W$0.06$0.48$176
GeForce RTX 309024 GB · $1,499350 W$0.06$0.50$184
GeForce RTX 3080 12GB12 GB · $799350 W$0.06$0.50$184
Radeon RX 7900 XTX24 GB · $999355 W$0.06$0.51$187
GeForce RTX 508016 GB · $999360 W$0.06$0.52$189
GeForce RTX 3090 Ti24 GB · $1,999450 W$0.08$0.65$237
GeForce RTX 409024 GB · $1,599450 W$0.08$0.65$237
GeForce RTX 509032 GB · $1,999575 W$0.10$0.83$302
NVIDIA RTX Pro 6000 Blackwell 96GB96 GB · $8,565600 W$0.11$0.86$315

Running two or more cards? Multiply by the count: two GeForce RTX 5090s are 1150 W of board power. See multi-GPU for local LLMs and the PSU math in the planner.

Quick answers

How much power does a GPU use to run a local LLM?
At most its rated board power: from 70 W (NVIDIA RTX 2000 Ada 16GB) to 600 W (NVIDIA RTX Pro 6000 Blackwell 96GB) for the cards we track. Token generation is limited by memory bandwidth rather than compute, so cards often draw less than that during chat. We use board power as a worst case. Add the rest of the PC (CPU, board, drives) on top.
How much does it cost in electricity to run a local LLM?
Very little per token. For Llama-3.1-8B-Instruct at Q4, our worst-case estimate runs from $0.09–$0.12 per million tokens on the NVIDIA RTX A5000 to $0.19–$0.27 on the Radeon RX 7600 XT, at an example $0.18/kWh. Scale linearly for your own rate.
Which GPU is the most power-efficient for local LLMs?
For an 8B model, the NVIDIA RTX A5000 gives the most estimated tokens per second per watt of board power (49.7 tok/s per 100 W). Efficiency follows memory bandwidth per watt of board power, not card age. For bigger models only cards with enough VRAM count, so check the 14B and gpt-oss-20b tables.
Is a used RTX 3090 power hungry?
Its board power is 350 W, about 3.0× an RTX 4060's 115 W. But it has 24 GB and 936 GB/s, so per token it is far more efficient than a small card on models only it can fit.
Can I power-limit my GPU for LLM inference?
Yes. On NVIDIA, nvidia-smi -pl sets a lower power limit; AMD cards can be limited in their driver software. Because decode is memory-bound, a lower limit may cost little speed, but results vary by card, so measure tok/s and draw before and after. We don't model power limits.
Why aren't Macs and mini PCs on this page?
We only list board power that the maker publishes for the card (NVIDIA Founders Edition and AMD reference specs). We haven't sourced comparable LLM-load power figures for Macs, Ryzen AI Max machines or DGX Spark yet, so they are left out rather than guessed. GeForce RTX 3080 Ti and Intel Arc B580 are also left out for now.

Tokens per second · Best GPU for local LLMs · Multi-GPU · Q4 vs Q8 vs FP16 · MoE vs dense · Planner

New models, and what they need to run

One short email a week: fresh open models with their VRAM numbers, plus hardware worth watching.