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Same-model provider benchmark

AtlasCloud vs Z.ai: LLM provider comparison

Compare AtlasCloud and Z.ai on 5 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

AtlasCloud

31 indexed models

Headquarters
United States
Server regions
N/a
Model types
26 text, 5 video

Z.ai

11 indexed models

Headquarters
Singapore
Server regions
Singapore
Model types
11 text

At a glance

Metric winners

There is no overall score. Each winner answers one specific question using only directly comparable data.

Fastest on shared models

1.69× typical advantage

5 exact models with complete recent speed data

Lowest token cost

$1.62 / 1M

5 exact models using a 1K-input/500-output mix

Most models available

31 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricAtlasCloudZ.ai
Typical 500-token response17.92 s27.54 s
Typical response start1.86 s5.39 s
Typical output speed31.0 tok/s21.0 tok/s
Blended token price$1.62 / 1M$1.76 / 1M
Typical route uptime98.60%90.40%

Visual comparison

Price and performance charts

AtlasCloudZ.ai
500-token response by shared model

Estimated seconds using recent median response-start and output-speed data. Lower is better.

AtlasCloud has the lower typical same-model response ratio across 5 measured models.

Blended token price by shared model

USD per 1 million tokens using a 1,000-input/500-output mix. Lower is better.

AtlasCloud has the lower typical price ratio across 5 priced shared models.

Shared text models

5 exact models · newest first

ModelAtlasCloudZ.ai
GLM 5.2Winner · AtlasCloud

z-ai/glm-5.2

AtlasCloud
Blended price
$2.16 / 1M
500-token response
15.37 s
Response starts
1.86 s
Output speed
37.0 tok/s
Route uptime
98.60%
Context
1M
Route
atlas-cloud/fp8
Z.ai
Blended price
$2.4 / 1M
500-token response
31.19 s
Response starts
6.19 s
Output speed
20.0 tok/s
Route uptime
99.10%
Context
1M
Route
z-ai/fp8
GLM 5.1Winner · AtlasCloud

z-ai/glm-5.1

AtlasCloud
Blended price
$2.16 / 1M
500-token response
22.49 s
Response starts
3.26 s
Output speed
26.0 tok/s
Route uptime
85.25%
Context
202.8K
Route
atlas-cloud/fp8
Z.ai
Blended price
$2.4 / 1M
500-token response
25.39 s
Response starts
5.39 s
Output speed
25.0 tok/s
Route uptime
84.80%
Context
202.8K
Route
z-ai/fp8
GLM 5Winner · AtlasCloud

z-ai/glm-5

AtlasCloud
Blended price
$1.6833 / 1M
500-token response
15.44 s
Response starts
2.10 s
Output speed
37.5 tok/s
Route uptime
99.79%
Context
202.8K
Route
atlas-cloud/fp8
Z.ai
Blended price
$1.7333 / 1M
500-token response
26.05 s
Response starts
8.81 s
Output speed
29.0 tok/s
Route uptime
98.82%
Context
202.8K
Route
z-ai/fp8
GLM 4.7Winner · AtlasCloud

z-ai/glm-4.7

AtlasCloud
Blended price
$0.9633 / 1M
500-token response
19.68 s
Response starts
1.82 s
Output speed
28.0 tok/s
Route uptime
92.66%
Context
202.8K
Route
atlas-cloud/fp8
Z.ai
Blended price
$1.1333 / 1M
500-token response
38.58 s
Response starts
5.25 s
Output speed
15.0 tok/s
Route uptime
75.82%
Context
202.8K
Route
z-ai/fp4
GLM 4.6Winner · AtlasCloud

z-ai/glm-4.6

AtlasCloud
Blended price
$1.1333 / 1M
500-token response
17.92 s
Response starts
1.79 s
Output speed
31.0 tok/s
Route uptime
98.98%
Context
202.8K
Route
atlas-cloud/fp8
Z.ai
Blended price
$1.1333 / 1M
500-token response
27.54 s
Response starts
3.73 s
Output speed
21.0 tok/s
Route uptime
90.40%
Context
202.8K
Route
z-ai/fp4

A per-model winner combines blended price and estimated 500-token response time with equal proportional weight. Ties and rows missing either measurement receive no badge. Comparison data calculated . Values use one deterministic route per provider and model; missing measurements remain visible as N/a.

AtlasCloud vs Z.ai analysis

How AtlasCloud and Z.ai compare for AI inference

AtlasCloud and Z.ai share 5 indexed text models, including GLM 5.2, GLM 5.1, GLM 5, GLM 4.7, GLM 4.6. AtlasCloud has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

5 shared models currently have complete response-start and output-speed measurements on both providers. The speed comparison uses per-model ratios before taking the median, so naturally faster model catalogs do not improve the result.

Token pricing on one workload

5 shared models have complete input and output prices on both providers. Prices use the same 1,000-input/500-output-token mix and are normalized to one million tokens for readability.

Catalog and deployment differences

AtlasCloud has 31 indexed models and lists no published server regions; Z.ai has 11 models and lists 1 region. Verify data residency, privacy terms, limits, and production latency directly before choosing.

Related same-model benchmarks

Compare with other providers

Explore qualified alternatives with the most shared measured models. Recommendations include comparisons for both AtlasCloud and Z.ai.