GLM 5.3: 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
Alibabaalibaba	Healthy	100%◆ (best)	99.97%	98.33%	98.33%	1.05s	9.70s	73 tps	1.0M	$1.40 / $4.40
AtlasCloudatlas-cloud/fp8fp8	Healthy	100%◆ (best)	99.90%	99.91%	99.62%	4.89s	10.4s	35 tps	1.0M	$1.40 / $4.40
BaseTenbaseten/fp4fp4	Healthy	100%◆ (best)	99.74%	97.92%	98.53%	1.33s	17.6s	74 tps	1.0M	$1.40 / $4.40
BaseTenbaseten/fp8fp8	Healthy	100%◆ (best)	95.84%	99.20%	99.59%	1.67s	48.0s	61 tps	1.0M	$2.10 / $6.60
Crusoecrusoe/fp4fp4	Healthy	100%◆ (best)	97.32%	94.05%	95.67%	1.02s	54.9s	102 tps	1.0M	$1.40 / $4.40
Decartdecart/fp4fp4	Degraded	100%◆ (best)	98.32%	99.32%	97.96%	1.27s	14.0s	115 tps	1.0M	$1.19 / $3.74
DigitalOceandigitalocean	Healthy	100%◆ (best)	98.95%	95.80%	97.52%	983ms	5.90s	46 tps	1.0M	$1.08 / $3.39
Fireworksfireworks	Healthy	100%◆ (best)	99.59%	99.73%	99.56%	1.40s	38.4s	46 tps	1.0M	$1.40 / $4.40
Friendlifriendli	Healthy	100%◆ (best)	99.93%	99.98%	99.92%	665ms	6.97s	111 tps	1.0M	$1.26 / $3.96
Inceptroninceptron/fp4fp4	Healthy	100%◆ (best)	98.51%	98.51%	98.16%	706ms	9.23s	69 tps	1.0M	$1.07 / $4.09
Io Netio-net/fp8fp8	Healthy	100%◆ (best)	99.53%	99.63%	98.98%	1.83s	7.55s	65 tps	262K	$0.910 / $3.08
Makoramakora/fp4fp4	Healthy	100%◆ (best)	95.92%	96.82%	94.22%	1.37s	42.6s	63 tps	980K	$1.05 / $4.20
Morphmorph/fp8fp8	Healthy	100%◆ (best)	99.38%	98.63%	98.63%	3.10s	37.4s	20 tps	1.0M	$0.952 / $2.99
Parasailparasail/fp8fp8	Healthy	100%◆ (best)	99.21%	99.03%	97.09%	1.08s	94.3s	84 tps	1.0M	$1.40 / $4.40
Phalaphala	Healthy	100%◆ (best)	99.71%	99.02%	98.95%	1.29s	15.4s	79 tps	1.0M	$1.05 / $3.30
Sail Researchsail-research/fp8fp8	Healthy	100%◆ (best)	99.92%	99.93%	99.94%	1.41s	7.64s	54 tps	1.0M	$0.966 / $3.04
Sail Researchsail-research/usfp8	Healthy	100%◆ (best)	99.89%	99.91%	99.91%	1.08s	6.73s	86 tps	1.0M	$0.966 / $3.04
Z.AIz-ai/fp8fp8	Healthy	99.86%	99.94%	99.78%	99.91%	2.96s	33.2s	47 tps	1.0M	$1.40 / $4.40
Rekareka/fp8fp8	Healthy	99.51%	99.03%	99.27%	97.14%	2.82s	45.0s	19 tps	262K	$0.877 / $2.97
Novitanovita/fp8fp8	Healthy	99.44%	97.50%	99.43%	99.62%	3.78s	52.4s	36 tps	1.0M	$0.910 / $2.86
Modalmodal	Healthy	99.40%	98.10%	99.28%	99.55%	750ms	33.3s	73 tps	1.0M	$1.40 / $4.40
DeepInfradeepinfra/fp4fp4	Healthy	98.80%	95.47%	97.04%	96.24%	3.51s	111s	20 tps	1.0M	$0.900 / $3.00
Waferwafer	Healthy	97.97%	99.46%	98.31%	97.44%	557ms	17.2s	113 tps	1.0M	$1.40 / $4.40
Togethertogether	Healthy	96.42%	94.95%	96.79%	96.76%	349ms◆ (best)	52.9s	120 tps◆ (best)	1.0M	$1.40 / $4.40
InferenceNetinference-net/fp4fp4	Degraded	91.82%	84.34%	38.70%	38.70%	2.85s	94.7s	26 tps	1.0M	$0.900 / $3.00
AkashMLakashml/fp8fp8	No data	—	99.77%	99.36%	97.76%	614ms	2.23s	105 tps	1.0M	$1.30 / $4.40
Baidubaidu/fp8fp8	No data	—	100%	100%◆ (best)	100%◆ (best)	624ms	1.48s◆ (best)	84 tps	1.0M	$1.40 / $4.40
Cloudflarecloudflare	No data	—	99.95%	99.78%	99.72%	4.18s	69.0s	38 tps	1.3M	$1.40 / $4.40
Crusoecrusoe/fp8fp8	No data	—	—	—	99.41%	—	—	—	1.0M	$1.40 / $4.40
DeepInfradeepinfra/bf16bf16	No data	—	—	—	88.65%	—	—	—	1.0M	$1.20 / $4.00
DeepInfradeepinfra/fp8fp8	No data	—	—	—	95.08%	—	—	—	1.0M	$1.20 / $4.00
Fireworksfireworks/us	No data	—	—	—	—	—	—	—	1.0M	$2.10 / $6.60
GMICloudgmicloud/fp8fp8	No data	—	98.54%	99.26%	98.74%	3.71s	8.62s	21 tps	1.0M	$1.05 / $3.30
Io Netio-net/fp4fp4	No data	—	—	100%◆ (best)	99.72%	—	—	—	262K	$1.13 / $4.32
Mistralmistral/nvfp4nvfp4	No data	—	98.85%	99.34%	99.34%	4.75s	145s	34 tps	1.0M	$1.40 / $4.40
Morphmorph/fp4fp4	No data	—	—	100%◆ (best)	95.37%	—	—	—	1.0M	$1.00 / $3.41
SiliconFlowsiliconflow/fp8fp8	No data	—	99.60%	99.21%	99.28%	2.44s	39.6s	46 tps	1.0M	$1.12 / $3.52
StreamLakestreamlake	No data	—	—	—	100%◆ (best)	—	—	—	1.0M	$1.11 / $3.50
StreamLakestreamlake/fp8fp8	No data	—	—	99.65%	98.85%	—	—	—	1.0M	$0.700 / $2.20◆ (best)
Venicevenice	No data	—	97.44%	98.51%	96.21%	1.33s	86.4s	44 tps	1.0M	$1.40 / $4.40

Alibaba100%◆ (best)
Healthy24h 99.97%
7d
98.33%
30d
98.33%
p50
1.05s
p99
9.70s
Throughput
73 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
alibaba
AtlasCloud100%◆ (best)
Healthy24h 99.90%
7d
99.91%
30d
99.62%
p50
4.89s
p99
10.4s
Throughput
35 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
atlas-cloud/fp8fp8
BaseTen100%◆ (best)
Healthy24h 99.74%
7d
97.92%
30d
98.53%
p50
1.33s
p99
17.6s
Throughput
74 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
baseten/fp4fp4
BaseTen100%◆ (best)
Healthy24h 95.84%
7d
99.20%
30d
99.59%
p50
1.67s
p99
48.0s
Throughput
61 tps
Context
1.0M
$/Mtok
$2.10 / $6.60
baseten/fp8fp8
Crusoe100%◆ (best)
Healthy24h 97.32%
7d
94.05%
30d
95.67%
p50
1.02s
p99
54.9s
Throughput
102 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
crusoe/fp4fp4
Decart100%◆ (best)
Degraded24h 98.32%
7d
99.32%
30d
97.96%
p50
1.27s
p99
14.0s
Throughput
115 tps
Context
1.0M
$/Mtok
$1.19 / $3.74
decart/fp4fp4
DigitalOcean100%◆ (best)
Healthy24h 98.95%
7d
95.80%
30d
97.52%
p50
983ms
p99
5.90s
Throughput
46 tps
Context
1.0M
$/Mtok
$1.08 / $3.39
digitalocean
Fireworks100%◆ (best)
Healthy24h 99.59%
7d
99.73%
30d
99.56%
p50
1.40s
p99
38.4s
Throughput
46 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
fireworks
Friendli100%◆ (best)
Healthy24h 99.93%
7d
99.98%
30d
99.92%
p50
665ms
p99
6.97s
Throughput
111 tps
Context
1.0M
$/Mtok
$1.26 / $3.96
friendli
Inceptron100%◆ (best)
Healthy24h 98.51%
7d
98.51%
30d
98.16%
p50
706ms
p99
9.23s
Throughput
69 tps
Context
1.0M
$/Mtok
$1.07 / $4.09
inceptron/fp4fp4
Io Net100%◆ (best)
Healthy24h 99.53%
7d
99.63%
30d
98.98%
p50
1.83s
p99
7.55s
Throughput
65 tps
Context
262K
$/Mtok
$0.910 / $3.08
io-net/fp8fp8
Makora100%◆ (best)
Healthy24h 95.92%
7d
96.82%
30d
94.22%
p50
1.37s
p99
42.6s
Throughput
63 tps
Context
980K
$/Mtok
$1.05 / $4.20
makora/fp4fp4
Morph100%◆ (best)
Healthy24h 99.38%
7d
98.63%
30d
98.63%
p50
3.10s
p99
37.4s
Throughput
20 tps
Context
1.0M
$/Mtok
$0.952 / $2.99
morph/fp8fp8
Parasail100%◆ (best)
Healthy24h 99.21%
7d
99.03%
30d
97.09%
p50
1.08s
p99
94.3s
Throughput
84 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
parasail/fp8fp8
Phala100%◆ (best)
Healthy24h 99.71%
7d
99.02%
30d
98.95%
p50
1.29s
p99
15.4s
Throughput
79 tps
Context
1.0M
$/Mtok
$1.05 / $3.30
phala
Sail Research100%◆ (best)
Healthy24h 99.92%
7d
99.93%
30d
99.94%
p50
1.41s
p99
7.64s
Throughput
54 tps
Context
1.0M
$/Mtok
$0.966 / $3.04
sail-research/fp8fp8
Sail Research100%◆ (best)
Healthy24h 99.89%
7d
99.91%
30d
99.91%
p50
1.08s
p99
6.73s
Throughput
86 tps
Context
1.0M
$/Mtok
$0.966 / $3.04
sail-research/usfp8
Z.AI99.86%
Healthy24h 99.94%
7d
99.78%
30d
99.91%
p50
2.96s
p99
33.2s
Throughput
47 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
z-ai/fp8fp8
Reka99.51%
Healthy24h 99.03%
7d
99.27%
30d
97.14%
p50
2.82s
p99
45.0s
Throughput
19 tps
Context
262K
$/Mtok
$0.877 / $2.97
reka/fp8fp8
Novita99.44%
Healthy24h 97.50%
7d
99.43%
30d
99.62%
p50
3.78s
p99
52.4s
Throughput
36 tps
Context
1.0M
$/Mtok
$0.910 / $2.86
novita/fp8fp8
Modal99.40%
Healthy24h 98.10%
7d
99.28%
30d
99.55%
p50
750ms
p99
33.3s
Throughput
73 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
modal
DeepInfra98.80%
Healthy24h 95.47%
7d
97.04%
30d
96.24%
p50
3.51s
p99
111s
Throughput
20 tps
Context
1.0M
$/Mtok
$0.900 / $3.00
deepinfra/fp4fp4
Wafer97.97%
Healthy24h 99.46%
7d
98.31%
30d
97.44%
p50
557ms
p99
17.2s
Throughput
113 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
wafer
Together96.42%
Healthy24h 94.95%
7d
96.79%
30d
96.76%
p50
349ms◆ (best)
p99
52.9s
Throughput
120 tps◆ (best)
Context
1.0M
$/Mtok
$1.40 / $4.40
together
InferenceNet91.82%
Degraded24h 84.34%
7d
38.70%
30d
38.70%
p50
2.85s
p99
94.7s
Throughput
26 tps
Context
1.0M
$/Mtok
$0.900 / $3.00
inference-net/fp4fp4
AkashML—
No data24h 99.77%
7d
99.36%
30d
97.76%
p50
614ms
p99
2.23s
Throughput
105 tps
Context
1.0M
$/Mtok
$1.30 / $4.40
akashml/fp8fp8
Baidu—
No data24h 100%
7d
100%◆ (best)
30d
100%◆ (best)
p50
624ms
p99
1.48s◆ (best)
Throughput
84 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
baidu/fp8fp8
Cloudflare—
No data24h 99.95%
7d
99.78%
30d
99.72%
p50
4.18s
p99
69.0s
Throughput
38 tps
Context
1.3M
$/Mtok
$1.40 / $4.40
cloudflare
Crusoe—
No data24h —
7d
—
30d
99.41%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$1.40 / $4.40
crusoe/fp8fp8
DeepInfra—
No data24h —
7d
—
30d
88.65%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$1.20 / $4.00
deepinfra/bf16bf16
DeepInfra—
No data24h —
7d
—
30d
95.08%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$1.20 / $4.00
deepinfra/fp8fp8
Fireworks—
No data24h —
7d
—
30d
—
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$2.10 / $6.60
fireworks/us
GMICloud—
No data24h 98.54%
7d
99.26%
30d
98.74%
p50
3.71s
p99
8.62s
Throughput
21 tps
Context
1.0M
$/Mtok
$1.05 / $3.30
gmicloud/fp8fp8
Io Net—
No data24h —
7d
100%◆ (best)
30d
99.72%
p50
—
p99
—
Throughput
—
Context
262K
$/Mtok
$1.13 / $4.32
io-net/fp4fp4
Mistral—
No data24h 98.85%
7d
99.34%
30d
99.34%
p50
4.75s
p99
145s
Throughput
34 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
mistral/nvfp4nvfp4
Morph—
No data24h —
7d
100%◆ (best)
30d
95.37%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$1.00 / $3.41
morph/fp4fp4
SiliconFlow—
No data24h 99.60%
7d
99.21%
30d
99.28%
p50
2.44s
p99
39.6s
Throughput
46 tps
Context
1.0M
$/Mtok
$1.12 / $3.52
siliconflow/fp8fp8
StreamLake—
No data24h —
7d
—
30d
100%◆ (best)
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$1.11 / $3.50
streamlake
StreamLake—
No data24h —
7d
99.65%
30d
98.85%
p50
—
p99
—
Throughput
—
Context
1.0M
$/Mtok
$0.700 / $2.20◆ (best)
streamlake/fp8fp8
Venice—
No data24h 97.44%
7d
98.51%
30d
96.21%
p50
1.33s
p99
86.4s
Throughput
44 tps
Context
1.0M
$/Mtok
$1.40 / $4.40
venice

Measured 1m 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.

Throughput

Median tokens per second.