Multi-model provider comparison

Most Reliable Provider for MiniMax M3, Kimi K2.6 & GLM 5.2

This model set is designed for teams evaluating several current open-weight text models behind one provider relationship. The comparison requires complete coverage before a provider can win or receive a metric rank.

DeepInfra currently ranks first for lowest route uptime at 99.30% while offering all 3 selected models.

Rank complete providers by

Rank Provider Lowest route uptime Speed measurements Reliability & location

Offers all 3 models · 6 providers

Provider

DeepInfra

Offers all 3 models

Lowest route uptime99.30%Across all 3 selected routes

Speed measurements

Average 500-token response: 12.77 s
Average response start: 0.76 s
Average output speed: 51.7 tok/s

Reliability & location

Lowest route uptime: 99.30%
Headquarters: United States
Regions: N/a

Review DeepInfra routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	`deepinfra/bf16`	Input $0.3 / 1M tokens Output $1.2 / 1M tokens	15.05 s	0.76 s	35.0 tok/s	99.58%	524.3K
Kimi K2.6moonshotai/kimi-k2.6	`deepinfra/fp4`	Input $0.75 / 1M tokens Output $3.5 / 1M tokens	6.34 s	0.72 s	89.0 tok/s	100.00%	262.1K
GLM 5.2z-ai/glm-5.2	`deepinfra/fp4`	Input $0.93 / 1M tokens Output $3 / 1M tokens	16.94 s	0.81 s	31.0 tok/s	99.30%	1M

Provider

Parasail

Offers all 3 models

Lowest route uptime98.43%Across all 3 selected routes

Speed measurements

Average 500-token response: 10.33 s
Average response start: 0.76 s
Average output speed: 73.3 tok/s

Reliability & location

Lowest route uptime: 98.43%
Headquarters: United States
Regions: N/a

Review Parasail routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	`parasail/fp8`	Input $0.3 / 1M tokens Output $1.2 / 1M tokens	17.98 s	0.74 s	29.0 tok/s	98.43%	1M
Kimi K2.6moonshotai/kimi-k2.6	`parasail/int4`	Input $0.75 / 1M tokens Output $3.5 / 1M tokens	8.21 s	0.75 s	67.0 tok/s	99.86%	262.1K
GLM 5.2z-ai/glm-5.2	`parasail/fp4`	Input $1.4 / 1M tokens Output $4.4 / 1M tokens	4.81 s	0.78 s	124.0 tok/s	99.06%	262.1K

Provider

AtlasCloud

Offers all 3 models

Lowest route uptime96.92%Across all 3 selected routes

Speed measurements

Average 500-token response: 22.47 s
Average response start: 1.85 s
Average output speed: 24.7 tok/s

Reliability & location

Lowest route uptime: 96.92%
Headquarters: United States
Regions: N/a

Review AtlasCloud routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	`atlas-cloud/fp8`	Input $0.3 / 1M tokens Output $1.2 / 1M tokens	24.68 s	0.87 s	21.0 tok/s	99.62%	524.3K
Kimi K2.6moonshotai/kimi-k2.6	`atlas-cloud/int4`	Input $0.95 / 1M tokens Output $4 / 1M tokens	22.81 s	1.98 s	24.0 tok/s	96.92%	262.1K
GLM 5.2z-ai/glm-5.2	`atlas-cloud/fp8`	Input $1.26 / 1M tokens Output $3.96 / 1M tokens	19.93 s	2.69 s	29.0 tok/s	99.65%	1M

Provider

NovitaAI

Offers all 3 models

Lowest route uptime96.73%Across all 3 selected routes

Speed measurements

Average 500-token response: 18.94 s
Average response start: 2.73 s
Average output speed: 33.0 tok/s

Reliability & location

Lowest route uptime: 96.73%
Headquarters: United States
Regions: N/a

Review NovitaAI routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	`novita/fp8`	Input $0.3 / 1M tokens Output $1.2 / 1M tokens	13.08 s	2.21 s	46.0 tok/s	99.32%	1M
Kimi K2.6moonshotai/kimi-k2.6	`novita`	Input $0.8 / 1M tokens Output $3.4 / 1M tokens	21.48 s	2.25 s	26.0 tok/s	99.90%	262.1K
GLM 5.2z-ai/glm-5.2	`novita/fp8`	Input $0.9688 / 1M tokens Output $3.04 / 1M tokens	22.25 s	3.73 s	27.0 tok/s	96.73%	1M

Provider

Together

Offers all 3 models

Lowest route uptime93.14%Across all 3 selected routes

Speed measurements

Average 500-token response: 8.89 s
Average response start: 0.61 s
Average output speed: 68.3 tok/s

Reliability & location

Lowest route uptime: 93.14%
Headquarters: United States
Regions: N/a

Review Together routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	`together`	Input $0.3 / 1M tokens Output $1.2 / 1M tokens	12.54 s	0.64 s	42.0 tok/s	99.07%	524.3K
Kimi K2.6moonshotai/kimi-k2.6	`together`	Input $1.2 / 1M tokens Output $4.5 / 1M tokens	5.55 s	0.55 s	100.0 tok/s	93.14%	262.1K
GLM 5.2z-ai/glm-5.2	`together`	Input $1.4 / 1M tokens Output $4.4 / 1M tokens	8.58 s	0.64 s	63.0 tok/s	99.47%	262.1K

Provider

Venice

Offers all 3 models

Lowest route uptime76.00%Across all 3 selected routes

Speed measurements

Average 500-token response: 9.13 s
Average response start: 1.33 s
Average output speed: 67.3 tok/s

Reliability & location

Lowest route uptime: 76.00%
Headquarters: United States
Regions: United States

Review Venice routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	`venice/fp8`	Input $0.3 / 1M tokens Output $1.2 / 1M tokens	7.89 s	1.57 s	79.0 tok/s	76.00%	524.3K
Kimi K2.6moonshotai/kimi-k2.6	`venice/int4`	Input $0.75 / 1M tokens Output $3.5 / 1M tokens	7.68 s	1.02 s	75.0 tok/s	99.66%	256K
GLM 5.2z-ai/glm-5.2	`venice/fp8`	Input $1.4 / 1M tokens Output $4.4 / 1M tokens	11.82 s	1.40 s	48.0 tok/s	99.18%	1M

Missing selected models · 24 providers

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Provider

Baidu Qianfan

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: China
Regions: N/a

Review Baidu Qianfan routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`baidu/fp4`	Input $0.684 / 1M tokens Output $3.42 / 1M tokens	14.90 s	1.01 s	36.0 tok/s	100.00%	262.1K
GLM 5.2z-ai/glm-5.2	`baidu/fp8`	Input $0.97 / 1M tokens Output $3.07 / 1M tokens	12.93 s	1.57 s	44.0 tok/s	99.75%	1M

Missing from Baidu Qianfan: MiniMax M3.

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Provider

Baseten

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: N/a

Review Baseten routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`baseten/fp4`	Input $0.95 / 1M tokens Output $4 / 1M tokens	5.24 s	1.07 s	120.0 tok/s	Insufficient recent data	262K
GLM 5.2z-ai/glm-5.2	`baseten/fp8`	Input $1.4 / 1M tokens Output $4.4 / 1M tokens	6.00 s	0.79 s	96.0 tok/s	100.00%	256K

Missing from Baseten: MiniMax M3.

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Provider

Cloudflare

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: N/a

Review Cloudflare routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`cloudflare`	Input $0.95 / 1M tokens Output $4 / 1M tokens	11.70 s	0.59 s	45.0 tok/s	100.00%	262.1K
GLM 5.2z-ai/glm-5.2	`cloudflare`	Input $1.4 / 1M tokens Output $4.4 / 1M tokens	8.67 s	0.73 s	63.0 tok/s	99.88%	262.1K

Missing from Cloudflare: MiniMax M3.

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Provider

Decart

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: United States

Review Decart routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`decart/fp4`	Input $0.66 / 1M tokens Output $3.41 / 1M tokens	15.21 s	5.78 s	53.0 tok/s	96.76%	262.1K
GLM 5.2z-ai/glm-5.2	`decart/fp4`	Input $1.2 / 1M tokens Output $4.2 / 1M tokens	6.95 s	0.85 s	82.0 tok/s	99.51%	1M

Missing from Decart: MiniMax M3.

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Provider

DigitalOcean

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: N/a
Regions: N/a

Review DigitalOcean routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`digitalocean`	Input $0.76 / 1M tokens Output $3.2 / 1M tokens	10.50 s	0.69 s	51.0 tok/s	99.82%	262.1K
GLM 5.2z-ai/glm-5.2	`digitalocean`	Input $1.05 / 1M tokens Output $4.4 / 1M tokens	10.14 s	1.05 s	55.0 tok/s	98.37%	262.1K

Missing from DigitalOcean: MiniMax M3.

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Provider

Fireworks

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: N/a

Review Fireworks routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`fireworks`	Input $0.95 / 1M tokens Output $4 / 1M tokens	11.18 s	0.77 s	48.0 tok/s	Insufficient recent data	262.1K
GLM 5.2z-ai/glm-5.2	`fireworks`Alternatives: fireworks/fast	Input $1.4 / 1M tokens Output $4.4 / 1M tokens	10.79 s	1.18 s	52.0 tok/s	99.65%	1M

Missing from Fireworks: MiniMax M3.

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Provider

GMICloud

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: United States

Review GMICloud routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	`gmicloud/fp8`	Input $0.3 / 1M tokens Output $1.2 / 1M tokens	12.55 s	1.44 s	45.0 tok/s	99.34%	1M
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	`gmicloud/fp8`	Input $0.98 / 1M tokens Output $3.08 / 1M tokens	13.85 s	2.98 s	46.0 tok/s	93.38%	1M

Missing from GMICloud: Kimi K2.6.

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Provider

Inceptron

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: Sweden
Regions: Finland

Review Inceptron routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`inceptron/int4`	Input $0.66 / 1M tokens Output $3.41 / 1M tokens	30.26 s	2.48 s	18.0 tok/s	98.75%	262.1K
GLM 5.2z-ai/glm-5.2	`inceptron/fp4`	Input $0.94 / 1M tokens Output $2.9 / 1M tokens	52.46 s	2.46 s	10.0 tok/s	88.82%	1M

Missing from Inceptron: MiniMax M3.

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Provider

Morph

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: United States

Review Morph routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	`morph`	Input $0.6 / 1M tokens Output $2.4 / 1M tokens	15.92 s	1.21 s	34.0 tok/s	99.15%	256K
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	`morph`	Input $1.1 / 1M tokens Output $4.1 / 1M tokens	23.13 s	2.29 s	24.0 tok/s	93.45%	1M

Missing from Morph: Kimi K2.6.

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Provider

Phala

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: N/a

Review Phala routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`phala`	Input $1.09 / 1M tokens Output $4.6 / 1M tokens	27.94 s	1.62 s	19.0 tok/s	Insufficient recent data	262.1K
GLM 5.2z-ai/glm-5.2	`phala`	Input $1.4 / 1M tokens Output $4.4 / 1M tokens	25.12 s	2.90 s	22.5 tok/s	90.90%	1M

Missing from Phala: MiniMax M3.

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Provider

SiliconFlow

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: Singapore
Regions: United States

Review SiliconFlow routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`siliconflow/fp8`	Input $0.77 / 1M tokens Output $3.4 / 1M tokens	15.29 s	1.78 s	37.0 tok/s	99.97%	262.1K
GLM 5.2z-ai/glm-5.2	`siliconflow/fp8`	Input $1.3 / 1M tokens Output $4.09 / 1M tokens	28.17 s	7.34 s	24.0 tok/s	91.92%	1M

Missing from SiliconFlow: MiniMax M3.

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Provider

StreamLake

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: China
Regions: N/a

Review StreamLake routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`streamlake/fp8`	Input $0.855 / 1M tokens Output $3.6 / 1M tokens	19.83 s	1.98 s	28.0 tok/s	98.57%	256K
GLM 5.2z-ai/glm-5.2	`streamlake/fp8`	Input $0.9695 / 1M tokens Output $3.05 / 1M tokens	17.55 s	2.40 s	33.0 tok/s	99.91%	1M

Missing from StreamLake: MiniMax M3.

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Provider

Weights & Biases

Offers 2 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: United States

Review Weights & Biases routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`wandb/fp4`	Input $0.95 / 1M tokens Output $4 / 1M tokens	4.33 s	0.33 s	125.0 tok/s	99.98%	262.1K
GLM 5.2z-ai/glm-5.2	`wandb/fp4`	Input $1.39 / 1M tokens Output $4.4 / 1M tokens	5.44 s	0.51 s	101.5 tok/s	99.79%	262.1K

Missing from Weights & Biases: MiniMax M3.

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Provider

AkashML

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: N/a
Regions: N/a

Review AkashML routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	`akashml/fp8`	Input $1.3 / 1M tokens Output $4.4 / 1M tokens	15.52 s	1.43 s	35.5 tok/s	98.01%	131.1K

Missing from AkashML: MiniMax M3, Kimi K2.6.

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Provider

Alibaba Cloud Int.

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: Singapore
Regions: SingaporeChina

Review Alibaba Cloud Int. routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	`alibaba`	Input $1.24 / 1M tokens Output $3.89 / 1M tokens	18.03 s	1.90 s	31.0 tok/s	99.98%	1M

Missing from Alibaba Cloud Int.: MiniMax M3, Kimi K2.6.

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Provider

Ambient

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: N/a
Regions: N/a

Review Ambient routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	`ambient/fp8`	Input $1.05 / 1M tokens Output $4.4 / 1M tokens	21.00 s	1.00 s	25.0 tok/s	95.54%	101.4K

Missing from Ambient: MiniMax M3, Kimi K2.6.

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Provider

Chutes

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: N/a

Review Chutes routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`chutes/int4`	Input $0.66 / 1M tokens Output $3.5 / 1M tokens	49.01 s	7.34 s	12.0 tok/s	79.11%	262.1K
GLM 5.2z-ai/glm-5.2	Not offered	—	—	—	—	—	—

Missing from Chutes: MiniMax M3, GLM 5.2.

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Provider

Friendli

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: N/a

Review Friendli routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	`friendli`	Input $1.4 / 1M tokens Output $4.4 / 1M tokens	5.45 s	0.65 s	104.0 tok/s	99.95%	1M

Missing from Friendli: MiniMax M3, Kimi K2.6.

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Provider

io.net

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: N/a

Review io.net routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	`io-net/fp8`	Input $1.76 / 1M tokens Output $3.85 / 1M tokens	18.27 s	2.15 s	31.0 tok/s	94.97%	262.1K

Missing from io.net: MiniMax M3, Kimi K2.6.

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Provider

MiniMax

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: Singapore
Regions: United States

Review MiniMax routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	`minimax/fp8`	Input $0.3 / 1M tokens Output $1.2 / 1M tokens	9.84 s	1.36 s	59.0 tok/s	99.70%	524.3K
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	Not offered	—	—	—	—	—	—

Missing from MiniMax: Kimi K2.6, GLM 5.2.

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Provider

ModelRun

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: United States

Review ModelRun routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`modelrun/fp4`	Input $0.7 / 1M tokens Output $3.4 / 1M tokens	3.57 s	0.28 s	152.0 tok/s	98.67%	262.1K
GLM 5.2z-ai/glm-5.2	Not offered	—	—	—	—	—	—

Missing from ModelRun: MiniMax M3, GLM 5.2.

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Provider

Moonshot AI

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: Singapore
Regions: Singapore

Review Moonshot AI routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	`moonshotai/int4`	Input $0.95 / 1M tokens Output $4 / 1M tokens	25.57 s	1.76 s	21.0 tok/s	100.00%	262.1K
GLM 5.2z-ai/glm-5.2	Not offered	—	—	—	—	—	—

Missing from Moonshot AI: MiniMax M3, GLM 5.2.

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Provider

Wafer

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: United States
Regions: N/a

Review Wafer routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	`wafer/fp4`Alternatives: wafer/fast	Input $1.2 / 1M tokens Output $4.1 / 1M tokens	12.41 s	3.79 s	58.0 tok/s	98.67%	1M

Missing from Wafer: MiniMax M3, Kimi K2.6.

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Provider

Z.ai

Offers 1 of 3 models

Lowest route uptimeInsufficient recent dataFull model coverage required

Speed measurements

Average 500-token response: Not comparable
Average response start: Not comparable
Average output speed: Not comparable

Reliability & location

Lowest route uptime: Not comparable
Headquarters: Singapore
Regions: Singapore

Review Z.ai routes for all selected models

Model	Selected route	Token prices	500-token response	Response starts	Output speed	Uptime	Context
MiniMax M3minimax/minimax-m3	Not offered	—	—	—	—	—	—
Kimi K2.6moonshotai/kimi-k2.6	Not offered	—	—	—	—	—	—
GLM 5.2z-ai/glm-5.2	`z-ai/fp8`	Input $1.4 / 1M tokens Output $4.4 / 1M tokens	14.10 s	3.69 s	48.0 tok/s	99.48%	1M

Missing from Z.ai: MiniMax M3, Kimi K2.6.

Only providers serving every selected model can receive a winner or metric rank. Each aggregate uses one equal 1,000-input/500-output-token request per model. Missing route measurements remain visible and are never estimated.

Comparison data fetched Jul 16, 2026, 12:30 AM UTC.

MiniMax M3, Kimi K2.6 & GLM 5.2 provider guide

How to interpret the Most Reliable Provider for MiniMax M3, Kimi K2.6 & GLM 5.2

6 providers currently offer the complete 3-model set: NovitaAI, Venice, AtlasCloud, Together, Parasail, DeepInfra. DeepInfra leads this lowest route uptime view at 99.30%.

Why complete model coverage comes first

A provider must expose MiniMax M3, Kimi K2.6, GLM 5.2 before it can receive a winner or rank. Providers missing part of the set remain available through the table toggle, but partial coverage is not compared against a complete provider portfolio.

What lowest route uptime means for this set

Ranks full-coverage providers by the weakest selected route’s published uptime during the latest 30-minute window. A provider with a missing route measurement remains visible after ranked providers and displays insufficient recent data instead of receiving an estimated value.

Check exact routes and deployment requirements

Each provider row identifies the exact route selected for every model and lists alternative variants. Review quantization, context, regional hosting, privacy terms, rate limits, and current availability before standardizing this model set on one provider.

Most Reliable Provider for MiniMax M3, Kimi K2.6 & GLM 5.2

Choose 2–5 text models

How to interpret the Most Reliable Provider for MiniMax M3, Kimi K2.6 & GLM 5.2

Why complete model coverage comes first

What lowest route uptime means for this set

Check exact routes and deployment requirements