96 GB · 196 reports

RTX PRO 6000 Blackwell Server Edition · 96 GB

Qualified results first; original reports and full tables stay below.

Text generation · Qualified results

Speeds compare only within one exact test. Recipe availability is checked on each report against the published recipe executor.

Qwen3.8-27B-NVFP4

RadixArk · 12 tested configurations

NVFP4 · 128K → 2K tokens · Prefix cache reuse

Output throughput · includes prefill · 1 request: 53tok/s
Best measured · 4 concurrent requests: 181tok/s
Observed GPU occupancy: 86GiB
First token: 435 ms

Use this recipe · 4 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 4 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-search-http-v1
Dataset: migration-analysis-v1:sha256=68590c248e43f32c04dfd8062464fd1e4856917795fe307225e5c6112a54fe94:cache=prefix-reuse:repeats=3
Workload: 131072in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	52.97	38.72 s	435 ms	85.99	333.9	1	78fc908c ↗
C2	97.25	42.14 s	646 ms	85.99	340.8	1	78fc908c ↗
C3	138.66	44.36 s	822 ms	85.99	358.8	1	78fc908c ↗
C4	181.16	45.25 s	1.1 s	85.99	375.3	1	78fc908c ↗

11 other test configurations on this GPU

NVFP4 · 128K → 2K tokens · No cache reuse
Output throughput · includes prefill · 1 request
32.7tok/s
Best measured · 2 concurrent requests
42.5tok/s
Observed GPU occupancy
86GiB
First token
24.3 s
Use this recipe · 2 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs
Test details · 2 concurrency levels
Total output tokens divided by the full request window, including prefill and queueing.
Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.
Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.
Engine
vllm · vLLM 0.28.0
Protocol
wbench-search-http-v1
Dataset
migration-analysis-v1:sha256=68590c248e43f32c04dfd8062464fd1e4856917795fe307225e5c6112a54fe94:cache=isolated:repeats=3
Workload
131072in-2048out
Concurrency Mean throughput (tok/s) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report
C1 32.72 62.59 s 24.3 s 85.99 406.5 1 28f51cf1 ↗
C2 42.54 106.24 s 33.5 s 85.99 428.9 1 28f51cf1 ↗

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	32.72	62.59 s	24.3 s	85.99	406.5	1	28f51cf1 ↗
C2	42.54	106.24 s	33.5 s	85.99	428.9	1	28f51cf1 ↗

NVFP4 · 64K → 2K tokens · Prefix cache reuse

Output throughput · includes prefill · 1 request: 57.5tok/s
Best measured · 8 concurrent requests: 355tok/s
Observed GPU occupancy: 86GiB
First token: 326 ms

Use this recipe · 8 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 6 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-search-http-v1
Dataset: migration-analysis-v1:sha256=68590c248e43f32c04dfd8062464fd1e4856917795fe307225e5c6112a54fe94:cache=prefix-reuse:repeats=3
Workload: 65536in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	57.45	35.8 s	326 ms	85.98	326.1	1	67a5e6d3 ↗
C2	104.7	39.14 s	515 ms	85.98	321	1	67a5e6d3 ↗
C4	198.72	41.24 s	954 ms	85.98	344.2	1	67a5e6d3 ↗
C6	277.65	44.28 s	1.3 s	85.98	358.8	1	67a5e6d3 ↗
C7	317.41	45.18 s	1.4 s	85.98	369.2	1	67a5e6d3 ↗
C8	354.95	46.19 s	1.6 s	85.98	377.1	1	67a5e6d3 ↗

NVFP4 · 64K → 2K tokens · No cache reuse

Output throughput · includes prefill · 1 request: 47.1tok/s
Best measured · 4 concurrent requests: 101tok/s
Observed GPU occupancy: 86GiB
First token: 8.4 s

Use this recipe · 4 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 4 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-search-http-v1
Dataset: migration-analysis-v1:sha256=68590c248e43f32c04dfd8062464fd1e4856917795fe307225e5c6112a54fe94:cache=isolated:repeats=3
Workload: 65536in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	47.15	43.45 s	8.4 s	85.98	364.4	1	e5a201fa ↗
C2	70.39	60.71 s	12.3 s	85.98	381.3	1	e5a201fa ↗
C3	88.36	80.85 s	14.2 s	85.98	403.6	1	e5a201fa ↗
C4	100.66	101.65 s	15.8 s	85.98	419.2	1	e5a201fa ↗

NVFP4 · 32K → 2K tokens · Prefix cache reuse

Output throughput · includes prefill · 1 request: 60.1tok/s
Best measured · 8 concurrent requests: 393tok/s
Observed GPU occupancy: 86GiB
First token: 217 ms

Use this recipe · 8 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 6 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-search-http-v1
Dataset: migration-analysis-v1:sha256=68590c248e43f32c04dfd8062464fd1e4856917795fe307225e5c6112a54fe94:cache=prefix-reuse:repeats=3
Workload: 32768in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	60.1	34.34 s	217 ms	85.98	323	1	9cdf45b7 ↗
C2	109.3	37.48 s	349 ms	85.98	310.8	1	9cdf45b7 ↗
C4	209.23	39.18 s	686 ms	85.98	324.8	1	9cdf45b7 ↗
C6	306.94	40.06 s	992 ms	85.98	336	1	9cdf45b7 ↗
C7	351.24	40.83 s	1.1 s	85.98	342.6	1	9cdf45b7 ↗
C8	392.93	41.71 s	1.3 s	85.98	348.2	1	9cdf45b7 ↗

NVFP4 · 32K → 2K tokens · No cache reuse

Output throughput · includes prefill · 1 request: 55.6tok/s
Best measured · 8 concurrent requests: 225tok/s
Observed GPU occupancy: 86GiB
First token: 3.2 s

Use this recipe · 8 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 6 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-search-http-v1
Dataset: migration-analysis-v1:sha256=68590c248e43f32c04dfd8062464fd1e4856917795fe307225e5c6112a54fe94:cache=isolated:repeats=3
Workload: 32768in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	55.59	36.91 s	3.2 s	85.98	341	1	dca51ce5 ↗
C2	91.37	46.48 s	4.6 s	85.98	342.9	1	dca51ce5 ↗
C4	149.21	62.63 s	6.5 s	85.98	372.9	1	dca51ce5 ↗
C6	196.73	76.24 s	7.8 s	85.98	398.9	1	dca51ce5 ↗
C7	211.87	81.41 s	8.3 s	85.98	408.7	1	dca51ce5 ↗
C8	224.61	90.5 s	8.9 s	85.98	414.8	1	dca51ce5 ↗

NVFP4 · 128K → 2K tokens · Prefix cache reuse

Output throughput · includes prefill · 1 request: 52.9tok/s
Best measured · 8 concurrent requests: 301tok/s
Observed GPU occupancy: 86.9GiB
First token: 508 ms

Use this recipe · 8 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 3 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-fixed-http-v3
Dataset: synthetic-tokenizer-v3:cache=prefix-reuse:repeats=3
Workload: 131072in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	52.9	38.72 s	508 ms	86.86	338	1	7cea351c ↗
C4	179.81	45.65 s	1 s	86.86	387.5	1	7cea351c ↗
C8	301.16	54.48 s	1.9 s	86.86	443.7	1	7cea351c ↗

NVFP4 · 64K → 2K tokens · Prefix cache reuse

Output throughput · includes prefill · 1 request: 57.7tok/s
Best measured · 8 concurrent requests: 356tok/s
Observed GPU occupancy: 86.9GiB
First token: 357 ms

Use this recipe · 8 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 3 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-fixed-http-v3
Dataset: synthetic-tokenizer-v3:cache=prefix-reuse:repeats=3
Workload: 65536in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	57.67	35.51 s	357 ms	86.86	325.8	1	fe8141d2 ↗
C4	197.42	41.52 s	870 ms	86.86	354.3	1	fe8141d2 ↗
C8	356.25	46.05 s	1.6 s	86.86	392.4	1	fe8141d2 ↗

NVFP4 · 32K → 2K tokens · Prefix cache reuse

Output throughput · includes prefill · 1 request: 60.5tok/s
Best measured · 8 concurrent requests: 395tok/s
Observed GPU occupancy: 86.9GiB
First token: 228 ms

Use this recipe · 8 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 3 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-fixed-http-v3
Dataset: synthetic-tokenizer-v3:cache=prefix-reuse:repeats=3
Workload: 32768in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	60.47	33.87 s	228 ms	86.86	320.3	1	cbf1431c ↗
C4	207.86	39.44 s	636 ms	86.86	333.6	1	cbf1431c ↗
C8	394.52	41.6 s	1.3 s	86.86	361.6	1	cbf1431c ↗

NVFP4 · 128K → 2K tokens · Prefix cache reuse

Output throughput · includes prefill · 1 request: 52.6tok/s
Best measured · 8 concurrent requests: 301tok/s
Observed GPU occupancy: 86.8GiB
First token: 509 ms

Use this recipe · 8 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 3 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-fixed-http-v3
Dataset: synthetic-tokenizer-v3:cache=prefix-reuse:repeats=3
Workload: 131072in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	52.59	38.95 s	509 ms	86.83	328.8	1	d14962c1 ↗
C4	179.42	45.72 s	1.1 s	86.83	371.9	1	d14962c1 ↗
C8	300.98	54.52 s	1.9 s	86.83	426	1	d14962c1 ↗

NVFP4 · 64K → 2K tokens · Prefix cache reuse

Output throughput · includes prefill · 1 request: 57.1tok/s
Best measured · 8 concurrent requests: 356tok/s
Observed GPU occupancy: 86.8GiB
First token: 358 ms

Use this recipe · 8 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 3 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-fixed-http-v3
Dataset: synthetic-tokenizer-v3:cache=prefix-reuse:repeats=3
Workload: 65536in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	57.08	36.15 s	358 ms	86.82	326	1	275a096d ↗
C4	196.91	41.63 s	870 ms	86.83	338.7	1	275a096d ↗
C8	355.89	46.08 s	1.6 s	86.83	375.7	1	275a096d ↗

NVFP4 · 32K → 2K tokens · Prefix cache reuse

Output throughput · includes prefill · 1 request: 59.7tok/s
Best measured · 8 concurrent requests: 394tok/s
Observed GPU occupancy: 86.8GiB
First token: 230 ms

Use this recipe · 8 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs

Test details · 3 concurrency levels

Total output tokens divided by the full request window, including prefill and queueing.

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Engine: vllm · vLLM 0.28.0
Protocol: wbench-fixed-http-v3
Dataset: synthetic-tokenizer-v3:cache=prefix-reuse:repeats=3
Workload: 32768in-2048out

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	59.68	34.59 s	230 ms	86.82	323.3	1	83d37469 ↗
C4	207.31	39.54 s	664 ms	86.82	320	1	83d37469 ↗
C8	394.04	41.6 s	1.2 s	86.82	346.1	1	83d37469 ↗

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Sortable tables by exact test condition · 46 rows

C: concurrency · B: batch · —: not measured

Text generation · 32K → 2K tokens · No cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C1	55.59	55.59	3,188.33	36.913	85.98	341	55.59	0.16	1 ↗

Text generation · 32K → 2K tokens · No cache reuse · 2 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C2	91.37	91.37	4,639	46.482	85.98	342.9	91.37	0.27	1 ↗

Text generation · 32K → 2K tokens · No cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C4	149.21	149.21	6,485	62.629	85.98	372.9	149.21	0.4	1 ↗

Text generation · 32K → 2K tokens · No cache reuse · 6 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C6	196.73	196.73	7,789.22	76.243	85.98	398.9	196.73	0.49	1 ↗

Text generation · 32K → 2K tokens · No cache reuse · 7 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C7	211.87	211.87	8,317.9	81.411	85.98	408.7	211.87	0.52	1 ↗

Text generation · 32K → 2K tokens · No cache reuse · 8 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C8	224.61	224.61	8,934.33	90.496	85.98	414.8	224.61	0.54	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C1	60.1	60.1	217	34.343	85.98	323	60.1	0.19	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-fixed-http-v3	C1	60.47	60.47	228.33	33.87	86.86	320.3	60.47	0.19	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-fixed-http-v3	C1	59.68	59.68	230.33	34.585	86.82	323.3	59.68	0.18	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 2 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C2	109.3	109.3	348.67	37.484	85.98	310.8	109.3	0.35	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C4	209.23	209.23	686.08	39.178	85.98	324.8	209.23	0.64	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-fixed-http-v3	C4	207.86	207.86	636.25	39.444	86.86	333.6	207.86	0.62	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-fixed-http-v3	C4	207.31	207.31	663.92	39.543	86.82	320	207.31	0.65	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 6 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C6	306.94	306.94	991.61	40.059	85.98	336	306.94	0.91	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 7 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C7	351.24	351.24	1,112.43	40.832	85.98	342.6	351.24	1.03	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 8 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-search-http-v1	C8	392.93	392.93	1,250.17	41.709	85.98	348.2	392.93	1.13	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 8 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-fixed-http-v3	C8	394.52	394.52	1,251.75	41.597	86.86	361.6	394.52	1.09	1 ↗

Text generation · 32K → 2K tokens · Prefix cache reuse · 8 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	32768in-2048out32,768 → 2,048 tokenswbench-fixed-http-v3	C8	394.04	394.04	1,243.54	41.604	86.82	346.1	394.04	1.14	1 ↗

Text generation · 64K → 2K tokens · No cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C1	47.15	47.15	8,364	43.446	85.98	364.4	47.15	0.13	1 ↗

Text generation · 64K → 2K tokens · No cache reuse · 2 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C2	70.39	70.39	12,314.33	60.714	85.98	381.3	70.39	0.18	1 ↗

Text generation · 64K → 2K tokens · No cache reuse · 3 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C3	88.36	88.36	14,170.56	80.853	85.98	403.6	88.36	0.22	1 ↗

Text generation · 64K → 2K tokens · No cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C4	100.66	100.66	15,765.08	101.653	85.98	419.2	100.66	0.24	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C1	57.45	57.45	325.67	35.8	85.98	326.1	57.45	0.18	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-fixed-http-v3	C1	57.67	57.67	356.67	35.509	86.86	325.8	57.67	0.18	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-fixed-http-v3	C1	57.08	57.08	357.67	36.147	86.82	326	57.08	0.18	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 2 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C2	104.7	104.7	515.33	39.136	85.98	321	104.7	0.33	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C4	198.72	198.72	953.5	41.236	85.98	344.2	198.72	0.58	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-fixed-http-v3	C4	197.42	197.42	870.08	41.52	86.86	354.3	197.42	0.56	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-fixed-http-v3	C4	196.91	196.91	869.5	41.63	86.83	338.7	196.91	0.58	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 6 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C6	277.65	277.65	1,254.28	44.283	85.98	358.8	277.65	0.77	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 7 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C7	317.41	317.41	1,446.57	45.184	85.98	369.2	317.41	0.86	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 8 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-search-http-v1	C8	354.95	354.95	1,632.08	46.193	85.98	377.1	354.95	0.94	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 8 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-fixed-http-v3	C8	356.25	356.25	1,596.79	46.052	86.86	392.4	356.25	0.91	1 ↗

Text generation · 64K → 2K tokens · Prefix cache reuse · 8 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	65536in-2048out65,536 → 2,048 tokenswbench-fixed-http-v3	C8	355.89	355.89	1,592	46.079	86.83	375.7	355.89	0.95	1 ↗

Text generation · 128K → 2K tokens · No cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-search-http-v1	C1	32.72	32.72	24,314.67	62.594	85.99	406.5	32.72	0.08	1 ↗

Text generation · 128K → 2K tokens · No cache reuse · 2 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-search-http-v1	C2	42.54	42.54	33,482.83	106.239	85.99	428.9	42.54	0.1	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-search-http-v1	C1	52.97	52.97	434.67	38.717	85.99	333.9	52.97	0.16	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-fixed-http-v3	C1	52.9	52.9	508.33	38.72	86.86	338	52.9	0.16	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 1 request · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-fixed-http-v3	C1	52.59	52.59	509.33	38.947	86.83	328.8	52.59	0.16	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 2 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-search-http-v1	C2	97.25	97.25	646	42.135	85.99	340.8	97.25	0.29	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 3 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-search-http-v1	C3	138.66	138.66	822.11	44.36	85.99	358.8	138.66	0.39	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-search-http-v1	C4	181.16	181.16	1,056.42	45.249	85.99	375.3	181.16	0.48	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-fixed-http-v3	C4	179.81	179.81	1,037	45.651	86.86	387.5	179.81	0.46	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 4 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-fixed-http-v3	C4	179.42	179.42	1,069	45.721	86.83	371.9	179.42	0.48	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 8 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-fixed-http-v3	C8	301.16	301.16	1,852.29	54.479	86.86	443.7	301.16	0.68	1 ↗

Text generation · 128K → 2K tokens · Prefix cache reuse · 8 concurrent requests · tok/s · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
RadixArk/Qwen3.8-27B-NVFP4Scaling curves ↗	NVFP4	vllm	131072in-2048out131,072 → 2,048 tokenswbench-fixed-http-v3	C8	300.98	300.98	1,857.75	54.52	86.83	426	300.98	0.71	1 ↗

Scaling curves and individual runs

One model and test protocol per curve; different workloads are never joined into one line.

Benchmark configuration

RadixArk/Qwen3.8-27B-NVFP4 · NVFP4 · vllm · 131072in-2048out · wbench-fixed-http-v3

Mean throughput tok/s

Measured points only. Select a point to open its source report.

Mean run P95 latency s

Measured points only. Select a point to open its source report.

Mean GPU memory used GB

Measured points only. Select a point to open its source report.

Each point is the mean of recorded runs at that level. A source report may differ from the mean; all runs are listed below.

Uncached prefill is unavailable when prompts reuse cache or reliable phase timings are missing. Open a report for its recorded phase timings and cache counts.

Runs behind the curve · RadixArk/Qwen3.8-27B-NVFP4 · tok/s · 3 rows
Concurrency	Throughput	Decode (tok/s)	Uncached prefill (tok/s)	GPU power (W)	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	Test date	View report
1	52.9 tok/s	53.54	Uncached prefill unavailableView report	338.02	508.33	38.72	86.86	10/19/2026, 7:40:50 AM	7cea351c ↗
4	179.81 tok/s	45.97	Uncached prefill unavailableView report	387.52	1,037	45.651	86.86	10/19/2026, 7:40:50 AM	7cea351c ↗
8	301.16 tok/s	38.93	Uncached prefill unavailableView report	443.65	1,852.29	54.479	86.86	10/19/2026, 7:40:50 AM	7cea351c ↗

Original reports

Every report for this task, including quality, diagnostic and legacy runs that do not enter comparisons.

Original reports · 12 rows
Model	Test task	Format	Engine	Workload	Protocol	Quality score	Test date
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	131072in-2048out	wbench-search-http-v1	—	10/25/2026, 7:24:36 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	131072in-2048out	wbench-search-http-v1	—	10/25/2026, 7:09:07 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	65536in-2048out	wbench-search-http-v1	—	10/25/2026, 6:55:57 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	65536in-2048out	wbench-search-http-v1	—	10/25/2026, 6:34:21 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	32768in-2048out	wbench-search-http-v1	—	10/25/2026, 6:13:45 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	32768in-2048out	wbench-search-http-v1	—	10/25/2026, 5:54:42 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	131072in-2048out	wbench-fixed-http-v3	—	10/19/2026, 7:40:50 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	65536in-2048out	wbench-fixed-http-v3	—	10/19/2026, 6:58:25 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	32768in-2048out	wbench-fixed-http-v3	—	10/19/2026, 6:33:20 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	131072in-2048out	wbench-fixed-http-v3	—	10/19/2026, 12:27:36 AM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	65536in-2048out	wbench-fixed-http-v3	—	10/18/2026, 11:46:41 PM
Qwen3.8-27B-NVFP4 ↗	Text generation	NVFP4	vllm	32768in-2048out	wbench-fixed-http-v3	—	10/18/2026, 11:22:38 PM

Running benchmarks

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No benchmarks are currently reported as running.

RTX PRO 6000 Blackwell Server Edition · 96 GB · 403 queued · 0 running · 0 awaiting reassignment · 6 succeeded · 3 failed or exhausted

Methodology

Average of error-free runs for the selected recorded configuration. Missing methods and fallback runs are not ranked. Performance index = average / fastest matching hardware × 100. Value index = performance per purchase cost / best comparable value × 100. Quality is separate by dataset and protocol. Prices are dated seller listings, not completed transactions or market averages.

Updated 11/5/2026, 11:13:32 PM