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Most Reliable Gemma 4 31B Inference Providers

Ranks providers by the uptime OpenRouter measured during the latest 30-minute window.

Cerebras currently ranks first at 99.98% via cerebras/fp16.

Provider options:
14
Ranked:
13
Metric:
Uptime (last 30 min)

Highest uptime endpoint ranking

Most Reliable Gemma 4 31B Inference Providers
RankProvider / routeUptime (last 30 min)Speed measurementsEndpoint details
#1Provider / route
Cerebrascerebras/fp16
Uptime (last 30 min)99.98%Speed measurements
500-token response
14.09 s
Response starts
0.20 s
Output speed
36.0 tok/s
Endpoint details
Input price
$0.99 / 1M tokens
Output price
$1.49 / 1M tokens
Uptime (30 min)
99.98%
Context
131.1K
#2Provider / route
SambaNovasambanova
Uptime (last 30 min)99.96%Speed measurements
500-token response
7.16 s
Response starts
1.90 s
Output speed
95.0 tok/s
Endpoint details
Input price
$0.38 / 1M tokens
Output price
$1.15 / 1M tokens
Uptime (30 min)
99.96%
Context
131.1K
#3Provider / route
Uptime (last 30 min)99.96%Speed measurements
500-token response
12.85 s
Response starts
0.35 s
Output speed
40.0 tok/s
Endpoint details
Input price
$0.12 / 1M tokens
Output price
$0.35 / 1M tokens
Uptime (30 min)
99.96%
Context
262.1K
#4Provider / route
NovitaAInovita/bf16
Uptime (last 30 min)99.89%Speed measurements
500-token response
40.04 s
Response starts
1.58 s
Output speed
13.0 tok/s
Endpoint details
Input price
$0.14 / 1M tokens
Output price
$0.4 / 1M tokens
Uptime (30 min)
99.89%
Context
262.1K
#5Provider / route
DeepInfradeepinfra/fp8
Uptime (last 30 min)99.78%Speed measurements
500-token response
22.56 s
Response starts
0.82 s
Output speed
23.0 tok/s
Endpoint details
Input price
$0.13 / 1M tokens
Output price
$0.38 / 1M tokens
Uptime (30 min)
99.78%
Context
262.1K
#6Provider / route
DeepInfradeepinfra/turbo
Uptime (last 30 min)99.37%Speed measurements
500-token response
18.53 s
Response starts
0.68 s
Output speed
28.0 tok/s
Endpoint details
Input price
$0.12 / 1M tokens
Output price
$0.37 / 1M tokens
Uptime (30 min)
99.37%
Context
262.1K
#7Provider / route
Venicevenice/bf16
Uptime (last 30 min)99.36%Speed measurements
500-token response
17.23 s
Response starts
1.10 s
Output speed
31.0 tok/s
Endpoint details
Input price
$0.12 / 1M tokens
Output price
$0.36 / 1M tokens
Uptime (30 min)
99.36%
Context
256K
#8Provider / route
Togethertogether
Uptime (last 30 min)99.05%Speed measurements
500-token response
15.30 s
Response starts
1.01 s
Output speed
35.0 tok/s
Endpoint details
Input price
$0.39 / 1M tokens
Output price
$0.97 / 1M tokens
Uptime (30 min)
99.05%
Context
262.1K
#9Provider / route
ModelRunmodelrun/fp4
Uptime (last 30 min)98.72%Speed measurements
500-token response
3.92 s
Response starts
0.56 s
Output speed
149.0 tok/s
Endpoint details
Input price
$0.22 / 1M tokens
Output price
$0.55 / 1M tokens
Uptime (30 min)
98.72%
Context
262.1K
#10Provider / route
Parasailparasail/fp8
Uptime (last 30 min)96.67%Speed measurements
500-token response
23.70 s
Response starts
0.97 s
Output speed
22.0 tok/s
Endpoint details
Input price
$0.15 / 1M tokens
Output price
$0.4 / 1M tokens
Uptime (30 min)
96.67%
Context
262.1K
#11Provider / route
Togethertogether
Uptime (last 30 min)90.00%Speed measurements
500-token response
15.30 s
Response starts
1.01 s
Output speed
35.0 tok/s
Endpoint details
Input price
$0.28 / 1M tokens
Output price
$0.86 / 1M tokens
Uptime (30 min)
90.00%
Context
262.1K
#12Provider / route
Phalaphala
Uptime (last 30 min)89.00%Speed measurements
500-token response
53.76 s
Response starts
3.76 s
Output speed
10.0 tok/s
Endpoint details
Input price
$0.15 / 1M tokens
Output price
$0.46 / 1M tokens
Uptime (30 min)
89.00%
Context
262.1K
#13Provider / route
Chuteschutes/fp4
Uptime (last 30 min)88.22%Speed measurements
500-token response
41.41 s
Response starts
2.95 s
Output speed
13.0 tok/s
Endpoint details
Input price
$0.12 / 1M tokens
Output price
$0.37 / 1M tokens
Uptime (30 min)
88.22%
Context
131.1K
Provider / route
SiliconFlowsiliconflow/fp8
Uptime (last 30 min)Insufficient recent dataSpeed measurements
500-token response
78.26 s
Response starts
6.83 s
Output speed
7.0 tok/s
Endpoint details
Input price
$0.13 / 1M tokens
Output price
$0.4 / 1M tokens
Uptime (30 min)
Insufficient recent data
Context
262.1K

Endpoint data fetched .

Gemma 4 31B endpoint guide

How to interpret the Most Reliable Gemma 4 31B Inference Providers

13 of 14 Gemma 4 31B endpoints currently have the published data required for this ranking. Cerebras leads at 99.98% via cerebras/fp16. The table keeps unranked routes visible so missing measurements do not look like missing provider availability.

How recent uptime is ranked

The reliability ranking uses the published 30-minute endpoint uptime measurement. This short operational window can reveal current instability, but it is not a service-level agreement or a substitute for longer-term availability monitoring.

Compare Cerebras with the next option

SambaNova currently ranks second at 99.96%. Compare that gap with input and output price, response-start time, output speed, 30-minute uptime, context length, and the exact route before deciding whether first place is meaningful for your workload.

Use the route, not only the provider name

Gemma 4 31B has 14 published provider options, and performance data is matched to each exact OpenRouter routing tag. Different quantization, context, regional deployment, or provider configuration can change price and behavior even when the underlying model name is identical.