DeepSeek V4 Flash 0731: providers compared

Every endpoint serving this model, side by side. ◆ marks the best value in each column — per model, never fleet-wide.

Current state

	State
AtlasCloudatlas-cloud/fp4fp4	Healthy	100%◆ (best)	99.90%	99.89%	99.65%	1.30s	3.21s	84 tps	1.0M	$0.440 / $1.32
BaseTenbaseten/fp8fp8	Healthy	100%◆ (best)	97.42%	99.66%	98.37%	989ms	12.3s	84 tps	1.0M	$0.130 / $0.260
Cloudflarecloudflare	Healthy	100%◆ (best)	99.97%	99.95%	99.69%	985ms	29.9s	61 tps	1.0M	$0.440 / $1.32
CoreWeavecoreweave/fp8fp8	Healthy	100%◆ (best)	99.99%	99.98%	99.91%	465ms	4.86s	100 tps	262K	$0.130 / $0.280
DeepInfradeepinfra/fp8fp8	Healthy	100%◆ (best)	99.94%	99.91%	99.75%	841ms	8.33s	29 tps	1.0M	$0.060 / $0.180
GMICloudgmicloud/fp8fp8	Healthy	100%◆ (best)	99.99%	99.99%	96.44%	1.97s	5.60s	66 tps	1.0M	$0.286 / $0.858
Inceptroninceptron/fp4fp4	Healthy	100%◆ (best)	99.92%	99.93%	98.97%	642ms	9.73s	46 tps	1.0M	$0.050 / $0.650
Mancer 2mancer/fp8fp8	Healthy	100%◆ (best)	99.33%	99.23%	97.85%	1.20s	10.6s	42 tps	1.0M	$0.200 / $0.600
Morphmorph/bf16bf16	Healthy	100%◆ (best)	93.31%	95.70%	98.06%	1.49s	30.0s	19 tps	1.0M	$0.142 / $0.400
NextBitnextbit/fp8fp8	Healthy	100%◆ (best)	99.82%	99.96%	99.54%	2.36s	5.14s	57 tps	1.0M	$0.352 / $1.06
Novitanovita/fp8fp8	Healthy	100%◆ (best)	100%	99.99%◆ (best)	99.99%	1.24s	7.56s	50 tps	1.0M	$0.409 / $1.23
SiliconFlowsiliconflow/fp8fp8	Healthy	100%◆ (best)	99.50%	99.52%	98.72%	1.42s	7.45s	56 tps	1.0M	$0.220 / $0.660
Waferwafer/fast	Healthy	100%◆ (best)	99.96%	99.99%	99.46%	523ms	1.29s◆ (best)	80 tps	1.0M	$0.200 / $0.840
Baidubaidu/fp8fp8	Healthy	99.98%	99.92%	99.22%	99.47%	853ms	4.82s	107 tps◆ (best)	1.0M	$0.440 / $1.32
Relacerelace/fp4fp4	Healthy	99.97%	99.90%	99.30%	99.31%	732ms	7.89s	42 tps	1.0M	$0.015 / $1.28
Togethertogether	Healthy	99.95%	99.69%	99.70%	99.51%	931ms	30.3s	36 tps	1.0M	$0.140 / $0.280
DigitalOceandigitalocean	Healthy	99.85%	99.94%	99.86%	99.65%	573ms	10.9s	47 tps	1.0M	$0.119 / $0.238
Alibabaalibaba	Healthy	99.85%	99.08%	99.14%	99.64%	1.42s	6.72s	89 tps	1.0M	$0.176 / $0.528
StreamLakestreamlake/fp8fp8	Healthy	99.77%	99.69%	99.65%	99.12%	1.31s	9.25s	40 tps	1.0M	$0.044 / $0.132
OpenInferenceopen-inference/fp4fp4	Healthy	99.71%	99.63%	98.79%	98.79%	1.06s	7.79s	34 tps	1.0M	$0.020 / $1.66
Parasailparasail/fp8fp8	Healthy	99.70%	99.57%	99.54%	99.63%	688ms	4.78s	100 tps	1.0M	$0.140 / $0.280
Rekareka	Healthy	99.68%	99.86%	99.71%	99.73%	717ms	12.2s	84 tps	262K	$0.021 / $0.528
Coherecohere	Healthy	99.51%	99.65%	99.69%	99.63%	451ms◆ (best)	14.1s	107 tps◆ (best)	1.0M	$0.140 / $0.280
Venicevenice	Healthy	99.07%	99.55%	99.63%	99.26%	1.21s	12.1s	37 tps	1.0M	$0.175 / $0.350
Sail Researchsail-research/fp4fp4	Healthy	97.54%	97.81%	98.38%	98.88%	3.39s	16.7s	24 tps	1.0M	$0.019 / $0.300
Sail Researchsail-research/usfp4	Healthy	96.89%	96.57%	97.62%	96.49%	3.39s	17.9s	25 tps	1.0M	$0.019 / $0.420
AkashMLakashml/fp8fp8	No data	—	—	—	—	—	—	—	1.0M	$0.065 / $0.180
Ambientambient/fp4fp4	No data	—	—	—	—	—	—	—	1.0M	$0.080 / $0.180
Decartdecart/fp4fp4	No data	—	—	—	—	—	—	—	262K	$0.064 / $0.128
DeepSeekdeepseek	No data	—	—	—	99.99%◆ (best)	—	—	—	1.0M	$0.440 / $1.32
Fireworksfireworks	No data	—	—	—	88.18%	—	—	—	1.0M	$0.220 / $0.660
GMICloudgmicloud/fp4fp4	No data	—	—	—	99.27%	—	—	—	1.0M	$0.286 / $0.858
Io Netio-net/fp8fp8	No data	—	—	—	—	—	—	—	262K	$0.219 / $0.490
Makoramakora	No data	—	—	98.81%	98.27%	—	—	—	1.0M	$0.090 / $0.195
Morphmorph	No data	—	—	—	97.50%	—	—	—	1.0M	$0.142 / $0.400
Nebiusnebius/fp8fp8	No data	—	—	89.54%	87.88%	—	—	—	1.0M	$0.140 / $0.280
OpenInferenceopen-inference/fp8fp8	No data	—	—	95.84%	98.38%	—	—	—	1.0M	$0.004 / $1.04◆ (best)
Phalaphala	No data	—	99.85%	99.93%	98.50%	2.21s	3.68s	42 tps	1.0M	$0.308 / $0.924
Rekareka/fp4fp4	No data	—	—	—	99.44%	—	—	—	262K	$0.088 / $0.528

AtlasCloud100%◆ (best)
Healthy24h 99.90%
7d
99.89%
30d
99.65%
p50
1.30s
p99
3.21s
Throughput
84 tps
Context
1.0M
$/Mtok
$0.440 / $1.32
atlas-cloud/fp4fp4
BaseTen100%◆ (best)
Healthy24h 97.42%
7d
99.66%
30d
98.37%
p50
989ms
p99
12.3s
Throughput
84 tps
Context
1.0M
$/Mtok
$0.130 / $0.260
baseten/fp8fp8
Cloudflare100%◆ (best)
Healthy24h 99.97%
7d
99.95%
30d
99.69%
p50
985ms
p99
29.9s
Throughput
61 tps
Context
1.0M
$/Mtok
$0.440 / $1.32
cloudflare
CoreWeave100%◆ (best)
Healthy24h 99.99%
7d
99.98%
30d
99.91%
p50
465ms
p99
4.86s
Throughput
100 tps
Context
262K
$/Mtok
$0.130 / $0.280
coreweave/fp8fp8
DeepInfra100%◆ (best)
Healthy24h 99.94%
7d
99.91%
30d
99.75%
p50
841ms
p99
8.33s
Throughput
29 tps
Context
1.0M
$/Mtok
$0.060 / $0.180
deepinfra/fp8fp8
GMICloud100%◆ (best)
Healthy24h 99.99%
7d
99.99%
30d
96.44%
p50
1.97s
p99
5.60s
Throughput
66 tps
Context
1.0M
$/Mtok
$0.286 / $0.858
gmicloud/fp8fp8
Inceptron100%◆ (best)
Healthy24h 99.92%
7d
99.93%
30d
98.97%
p50
642ms
p99
9.73s
Throughput
46 tps
Context
1.0M
$/Mtok
$0.050 / $0.650
inceptron/fp4fp4
Mancer 2100%◆ (best)
Healthy24h 99.33%
7d
99.23%
30d
97.85%
p50
1.20s
p99
10.6s
Throughput
42 tps
Context
1.0M
$/Mtok
$0.200 / $0.600
mancer/fp8fp8
Morph100%◆ (best)
Healthy24h 93.31%
7d
95.70%
30d
98.06%
p50
1.49s
p99
30.0s
Throughput
19 tps
Context
1.0M
$/Mtok
$0.142 / $0.400
morph/bf16bf16
NextBit100%◆ (best)
Healthy24h 99.82%
7d
99.96%
30d
99.54%
p50
2.36s
p99
5.14s
Throughput
57 tps
Context
1.0M
$/Mtok
$0.352 / $1.06
nextbit/fp8fp8
Novita100%◆ (best)
Healthy24h 100%
7d
99.99%◆ (best)
30d
99.99%
p50
1.24s
p99
7.56s
Throughput
50 tps
Context
1.0M
$/Mtok
$0.409 / $1.23
novita/fp8fp8
SiliconFlow100%◆ (best)
Healthy24h 99.50%
7d
99.52%
30d
98.72%
p50
1.42s
p99
7.45s
Throughput
56 tps
Context
1.0M
$/Mtok
$0.220 / $0.660
siliconflow/fp8fp8
Wafer100%◆ (best)
Healthy24h 99.96%
7d
99.99%
30d
99.46%
p50
523ms
p99
1.29s◆ (best)
Throughput
80 tps
Context
1.0M
$/Mtok
$0.200 / $0.840
wafer/fast
Baidu99.98%
Healthy24h 99.92%
7d
99.22%
30d
99.47%
p50
853ms
p99
4.82s
Throughput
107 tps◆ (best)
Context
1.0M
$/Mtok
$0.440 / $1.32
baidu/fp8fp8
Relace99.97%
Healthy24h 99.90%
7d
99.30%
30d
99.31%
p50
732ms
p99
7.89s
Throughput
42 tps
Context
1.0M
$/Mtok
$0.015 / $1.28
relace/fp4fp4
Together99.95%
Healthy24h 99.69%
7d
99.70%
30d
99.51%
p50
931ms
p99
30.3s
Throughput
36 tps
Context
1.0M
$/Mtok
$0.140 / $0.280
together
DigitalOcean99.85%
Healthy24h 99.94%
7d
99.86%
30d
99.65%
p50
573ms
p99
10.9s
Throughput
47 tps
Context
1.0M
$/Mtok
$0.119 / $0.238
digitalocean
Alibaba99.85%
Healthy24h 99.08%
7d
99.14%
30d
99.64%
p50
1.42s
p99
6.72s
Throughput
89 tps
Context
1.0M
$/Mtok
$0.176 / $0.528
alibaba
StreamLake99.77%
Healthy24h 99.69%
7d
99.65%
30d
99.12%
p50
1.31s
p99
9.25s
Throughput
40 tps
Context
1.0M
$/Mtok
$0.044 / $0.132
streamlake/fp8fp8
OpenInference99.71%
Healthy24h 99.63%
7d
98.79%
30d
98.79%
p50
1.06s
p99
7.79s
Throughput
34 tps
Context
1.0M
$/Mtok
$0.020 / $1.66
open-inference/fp4fp4
Parasail99.70%
Healthy24h 99.57%
7d
99.54%
30d
99.63%
p50
688ms
p99
4.78s
Throughput
100 tps
Context
1.0M
$/Mtok
$0.140 / $0.280
parasail/fp8fp8
Reka99.68%
Healthy24h 99.86%
7d
99.71%
30d
99.73%
p50
717ms
p99
12.2s
Throughput
84 tps
Context
262K
$/Mtok
$0.021 / $0.528
reka
Cohere99.51%
Healthy24h 99.65%
7d
99.69%
30d
99.63%
p50
451ms◆ (best)
p99
14.1s
Throughput
107 tps◆ (best)
Context
1.0M
$/Mtok
$0.140 / $0.280
cohere
Venice99.07%
Healthy24h 99.55%
7d
99.63%
30d
99.26%
p50
1.21s
p99
12.1s
Throughput
37 tps
Context
1.0M
$/Mtok
$0.175 / $0.350
venice
Sail Research97.54%
Healthy24h 97.81%
7d
98.38%
30d
98.88%
p50
3.39s
p99
16.7s
Throughput
24 tps
Context
1.0M
$/Mtok
$0.019 / $0.300
sail-research/fp4fp4
Sail Research96.89%
Healthy24h 96.57%
7d
97.62%
30d
96.49%
p50
3.39s
p99
17.9s
Throughput
25 tps
Context
1.0M
$/Mtok
$0.019 / $0.420
sail-research/usfp4
AkashML—
No data24h —
7d
—
30d
—
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.065 / $0.180
akashml/fp8fp8
Ambient—
No data24h —
7d
—
30d
—
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.080 / $0.180
ambient/fp4fp4
Decart—
No data24h —
7d
—
30d
—
p50
—
p99
—
Throughput
—
Context
262K
$/Mtok
$0.064 / $0.128
decart/fp4fp4
DeepSeek—
No data24h —
7d
—
30d
99.99%◆ (best)
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.440 / $1.32
deepseek
Fireworks—
No data24h —
7d
—
30d
88.18%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.220 / $0.660
fireworks
GMICloud—
No data24h —
7d
—
30d
99.27%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.286 / $0.858
gmicloud/fp4fp4
Io Net—
No data24h —
7d
—
30d
—
p50
—
p99
—
Throughput
—
Context
262K
$/Mtok
$0.219 / $0.490
io-net/fp8fp8
Makora—
No data24h —
7d
98.81%
30d
98.27%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.090 / $0.195
makora
Morph—
No data24h —
7d
—
30d
97.50%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.142 / $0.400
morph
Nebius—
No data24h —
7d
89.54%
30d
87.88%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.140 / $0.280
nebius/fp8fp8
OpenInference—
No data24h —
7d
95.84%
30d
98.38%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.004 / $1.04◆ (best)
open-inference/fp8fp8
Phala—
No data24h 99.85%
7d
99.93%
30d
98.50%
p50
2.21s
p99
3.68s
Throughput
42 tps
Context
1.0M
$/Mtok
$0.308 / $0.924
phala
Reka—
No data24h —
7d
—
30d
99.44%
p50
—
p99
—
Throughput
—
Context
262K
$/Mtok
$0.088 / $0.528
reka/fp4fp4

Measured 5m ago. Latency and throughput are OpenRouter's rolling 30-minute windows. ◆ marks the best value in each column among these endpoints.

Price vs latency

One dot per endpoint at the latest round · further left = faster, lower = cheaper · hover a dot for its tag

History

Availability

Axis starts at 90% so small differences stay visible; it expands to 0 when an endpoint falls below.

Time to first token

Logarithmic axis — the fleet spans two orders of magnitude. P50 is OpenRouter's rolling 30-minute window, averaged over the hour.

Throughput

Median tokens per second.