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Same-model provider benchmark

NovitaAI vs Z.ai: LLM provider comparison

Compare NovitaAI and Z.ai on 8 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

NovitaAI

66 indexed models

Headquarters
United States
Server regions
N/a
Model types
66 text

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

1.18× typical advantage

8 exact models with complete recent speed data

Lowest token cost

$1.2205 / 1M

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

Most models available

66 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricNovitaAIZ.ai
Typical 500-token response24.09 s29.65 s
Typical response start2.47 s4.82 s
Typical output speed23.0 tok/s20.0 tok/s
Blended token price$1.2205 / 1M$1.35 / 1M
Typical route uptime94.91%87.50%

Visual comparison

Price and performance charts

NovitaAIZ.ai
500-token response by shared model

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

NovitaAI has the lower typical same-model response ratio across 8 measured models.

Blended token price by shared model

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

NovitaAI has the lower typical price ratio across 8 priced shared models.

Shared text models

8 exact models · newest first

ModelNovitaAIZ.ai
GLM 5.2Winner · NovitaAI

z-ai/glm-5.2

NovitaAI
Blended price
$1.6536 / 1M
500-token response
23.05 s
Response starts
3.05 s
Output speed
25.0 tok/s
Route uptime
99.45%
Context
1M
Route
novita/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 · NovitaAI

z-ai/glm-5.1

NovitaAI
Blended price
$2.3867 / 1M
500-token response
22.62 s
Response starts
2.62 s
Output speed
25.0 tok/s
Route uptime
67.25%
Context
204.8K
Route
novita/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 · Z.ai

z-ai/glm-5

NovitaAI
Blended price
$1.7333 / 1M
500-token response
48.77 s
Response starts
7.11 s
Output speed
12.0 tok/s
Route uptime
99.97%
Context
202.8K
Route
novita/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 · NovitaAI

z-ai/glm-4.7

NovitaAI
Blended price
$1.02 / 1M
500-token response
33.56 s
Response starts
2.31 s
Output speed
16.0 tok/s
Route uptime
84.86%
Context
204.8K
Route
novita/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 4.6VWinner · NovitaAI

z-ai/glm-4.6v

NovitaAI
Blended price
$0.5 / 1M
500-token response
23.43 s
Response starts
3.43 s
Output speed
25.0 tok/s
Route uptime
96.44%
Context
131.1K
Route
novita/bf16
Z.ai
Blended price
$0.5 / 1M
500-token response
129.36 s
Response starts
4.36 s
Output speed
4.0 tok/s
Route uptime
87.50%
Context
131.1K
Route
z-ai/fp8
GLM 4.6Winner · NovitaAI

z-ai/glm-4.6

NovitaAI
Blended price
$1.1 / 1M
500-token response
21.75 s
Response starts
1.75 s
Output speed
25.0 tok/s
Route uptime
94.91%
Context
204.8K
Route
novita/bf16
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
GLM 4.5VWinner · NovitaAI

z-ai/glm-4.5v

NovitaAI
Blended price
$1 / 1M
500-token response
24.75 s
Response starts
0.94 s
Output speed
21.0 tok/s
Route uptime
N/a
Context
65.5K
Route
novita/fp8
Z.ai
Blended price
$1 / 1M
500-token response
29.90 s
Response starts
2.87 s
Output speed
18.5 tok/s
Route uptime
N/a
Context
65.5K
Route
z-ai/fp8
GLM 4.5 AirWinner · NovitaAI

z-ai/glm-4.5-air

NovitaAI
Blended price
$0.37 / 1M
500-token response
26.69 s
Response starts
1.69 s
Output speed
20.0 tok/s
Route uptime
87.57%
Context
131.1K
Route
novita/bf16
Z.ai
Blended price
$0.5 / 1M
500-token response
29.39 s
Response starts
4.39 s
Output speed
20.0 tok/s
Route uptime
72.94%
Context
131.1K
Route
z-ai/fp8

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.

NovitaAI vs Z.ai analysis

How NovitaAI and Z.ai compare for AI inference

NovitaAI and Z.ai share 8 indexed text models, including GLM 5.2, GLM 5.1, GLM 5, GLM 4.7, GLM 4.6V. NovitaAI has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

8 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

8 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

NovitaAI has 66 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 NovitaAI and Z.ai.