Highest Output-Speed GLM 5.2 Inference Providers

Ranks providers by their recent typical output speed in tokens per second. Providers without enough recent data remain visible after ranked rows.

Parasail currently ranks first at 124.0 tok/s via parasail/fp4.

Provider options:: 28
Ranked:: 28
Metric:: Output speed

Rank providers by

Highest Output-Speed GLM 5.2 Inference Providers
Rank	Provider / route	Output speed	Speed measurements	Endpoint details
#1	Provider / route Parasail`parasail/fp4`	Output speed124.0 tok/s	Speed measurements 500-token response 4.81 s Response starts 0.78 s Output speed 124.0 tok/s	Endpoint details Input price $1.4 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 99.01% Context 262.1K
#2	Provider / route Fireworks`fireworks/fast`	Output speed111.0 tok/s	Speed measurements 500-token response 5.31 s Response starts 0.80 s Output speed 111.0 tok/s	Endpoint details Input price $2.1 / 1M tokens Output price $6.6 / 1M tokens Uptime (30 min) 99.81% Context 1M
#3	Provider / route Wafer`wafer/fast`	Output speed105.0 tok/s	Speed measurements 500-token response 6.37 s Response starts 1.61 s Output speed 105.0 tok/s	Endpoint details Input price $3 / 1M tokens Output price $10.25 / 1M tokens Uptime (30 min) 100.00% Context 1M
#4	Provider / route Friendli`friendli`	Output speed104.0 tok/s	Speed measurements 500-token response 5.45 s Response starts 0.65 s Output speed 104.0 tok/s	Endpoint details Input price $1.4 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 99.92% Context 1M
#5	Provider / route Weights & Biases`wandb/fp4`	Output speed101.5 tok/s	Speed measurements 500-token response 5.44 s Response starts 0.51 s Output speed 101.5 tok/s	Endpoint details Input price $1.39 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 99.80% Context 262.1K
#6	Provider / route Baseten`baseten/fp8`	Output speed96.0 tok/s	Speed measurements 500-token response 6.00 s Response starts 0.79 s Output speed 96.0 tok/s	Endpoint details Input price $1.4 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 100.00% Context 256K
#7	Provider / route Decart`decart/fp4`	Output speed82.0 tok/s	Speed measurements 500-token response 6.95 s Response starts 0.85 s Output speed 82.0 tok/s	Endpoint details Input price $1.2 / 1M tokens Output price $4.2 / 1M tokens Uptime (30 min) 99.05% Context 1M
#8	Provider / route Cloudflare`cloudflare`	Output speed63.0 tok/s	Speed measurements 500-token response 8.67 s Response starts 0.73 s Output speed 63.0 tok/s	Endpoint details Input price $1.4 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 99.88% Context 262.1K
#9	Provider / route Together`together`	Output speed63.0 tok/s	Speed measurements 500-token response 8.58 s Response starts 0.64 s Output speed 63.0 tok/s	Endpoint details Input price $1.4 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 99.31% Context 262.1K
#10	Provider / route Wafer`wafer/fp4`	Output speed58.0 tok/s	Speed measurements 500-token response 12.41 s Response starts 3.79 s Output speed 58.0 tok/s	Endpoint details Input price $1.2 / 1M tokens Output price $4.1 / 1M tokens Uptime (30 min) 98.99% Context 1M
#11	Provider / route DigitalOcean`digitalocean`	Output speed55.0 tok/s	Speed measurements 500-token response 10.14 s Response starts 1.05 s Output speed 55.0 tok/s	Endpoint details Input price $1.05 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 98.08% Context 262.1K
#12	Provider / route Fireworks`fireworks`	Output speed52.0 tok/s	Speed measurements 500-token response 10.79 s Response starts 1.18 s Output speed 52.0 tok/s	Endpoint details Input price $1.4 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 99.67% Context 1M
#13	Provider / route Z.ai`z-ai/fp8`	Output speed48.0 tok/s	Speed measurements 500-token response 14.10 s Response starts 3.69 s Output speed 48.0 tok/s	Endpoint details Input price $1.4 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 99.42% Context 1M
#14	Provider / route Venice`venice/fp8`	Output speed48.0 tok/s	Speed measurements 500-token response 11.82 s Response starts 1.40 s Output speed 48.0 tok/s	Endpoint details Input price $1.4 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 99.16% Context 1M
#15	Provider / route GMICloud`gmicloud/fp8`	Output speed46.0 tok/s	Speed measurements 500-token response 13.85 s Response starts 2.98 s Output speed 46.0 tok/s	Endpoint details Input price $0.98 / 1M tokens Output price $3.08 / 1M tokens Uptime (30 min) 93.18% Context 1M
#16	Provider / route Baidu Qianfan`baidu/fp8`	Output speed44.0 tok/s	Speed measurements 500-token response 12.93 s Response starts 1.57 s Output speed 44.0 tok/s	Endpoint details Input price $0.97 / 1M tokens Output price $3.07 / 1M tokens Uptime (30 min) 99.79% Context 1M
#17	Provider / route AkashML`akashml/fp8`	Output speed35.5 tok/s	Speed measurements 500-token response 15.52 s Response starts 1.43 s Output speed 35.5 tok/s	Endpoint details Input price $1.3 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 98.10% Context 131.1K
#18	Provider / route StreamLake`streamlake/fp8`	Output speed33.0 tok/s	Speed measurements 500-token response 17.55 s Response starts 2.40 s Output speed 33.0 tok/s	Endpoint details Input price $0.9695 / 1M tokens Output price $3.05 / 1M tokens Uptime (30 min) 99.92% Context 1M
#19	Provider / route DeepInfra`deepinfra/fp4`	Output speed31.0 tok/s	Speed measurements 500-token response 16.94 s Response starts 0.81 s Output speed 31.0 tok/s	Endpoint details Input price $0.93 / 1M tokens Output price $3 / 1M tokens Uptime (30 min) 99.22% Context 1M
#20	Provider / route Alibaba Cloud Int.`alibaba`	Output speed31.0 tok/s	Speed measurements 500-token response 18.03 s Response starts 1.90 s Output speed 31.0 tok/s	Endpoint details Input price $1.24 / 1M tokens Output price $3.89 / 1M tokens Uptime (30 min) 99.99% Context 1M
#21	Provider / route io.net`io-net/fp8`	Output speed31.0 tok/s	Speed measurements 500-token response 18.27 s Response starts 2.15 s Output speed 31.0 tok/s	Endpoint details Input price $1.76 / 1M tokens Output price $3.85 / 1M tokens Uptime (30 min) 93.19% Context 262.1K
#22	Provider / route AtlasCloud`atlas-cloud/fp8`	Output speed29.0 tok/s	Speed measurements 500-token response 19.93 s Response starts 2.69 s Output speed 29.0 tok/s	Endpoint details Input price $1.26 / 1M tokens Output price $3.96 / 1M tokens Uptime (30 min) 99.64% Context 1M
#23	Provider / route NovitaAI`novita/fp8`	Output speed27.0 tok/s	Speed measurements 500-token response 22.25 s Response starts 3.73 s Output speed 27.0 tok/s	Endpoint details Input price $0.9688 / 1M tokens Output price $3.04 / 1M tokens Uptime (30 min) 96.59% Context 1M
#24	Provider / route Ambient`ambient/fp8`	Output speed25.0 tok/s	Speed measurements 500-token response 21.00 s Response starts 1.00 s Output speed 25.0 tok/s	Endpoint details Input price $1.05 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 98.38% Context 101.4K
#25	Provider / route Morph`morph`	Output speed24.0 tok/s	Speed measurements 500-token response 23.13 s Response starts 2.29 s Output speed 24.0 tok/s	Endpoint details Input price $1.1 / 1M tokens Output price $4.1 / 1M tokens Uptime (30 min) 93.66% Context 1M
#26	Provider / route SiliconFlow`siliconflow/fp8`	Output speed24.0 tok/s	Speed measurements 500-token response 28.17 s Response starts 7.34 s Output speed 24.0 tok/s	Endpoint details Input price $1.3 / 1M tokens Output price $4.09 / 1M tokens Uptime (30 min) 90.80% Context 1M
#27	Provider / route Phala`phala`	Output speed22.5 tok/s	Speed measurements 500-token response 25.12 s Response starts 2.90 s Output speed 22.5 tok/s	Endpoint details Input price $1.4 / 1M tokens Output price $4.4 / 1M tokens Uptime (30 min) 91.17% Context 1M
#28	Provider / route Inceptron`inceptron/fp4`	Output speed10.0 tok/s	Speed measurements 500-token response 52.46 s Response starts 2.46 s Output speed 10.0 tok/s	Endpoint details Input price $0.94 / 1M tokens Output price $2.9 / 1M tokens Uptime (30 min) 89.53% Context 1M

Endpoint data fetched Jul 16, 2026, 12:25 AM UTC.

GLM 5.2 endpoint guide

How to interpret the Highest Output-Speed GLM 5.2 Inference Providers

28 of 28 GLM 5.2 endpoints currently have the published data required for this ranking. Parasail leads at 124.0 tok/s via parasail/fp4. The table keeps unranked routes visible so missing measurements do not look like missing provider availability.

How generation throughput is ranked

The output-speed ranking compares recent median generated tokens per second. It favors routes that complete long generations quickly, while first-token latency remains a separate measure of how responsive the endpoint feels at the beginning.

Compare Parasail with the next option

Fireworks currently ranks second at 111.0 tok/s. 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

GLM 5.2 has 28 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.

Highest Output-Speed GLM 5.2 Inference Providers

Highest output speed endpoint ranking

How to interpret the Highest Output-Speed GLM 5.2 Inference Providers

How generation throughput is ranked

Compare Parasail with the next option

Use the route, not only the provider name