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Same-model provider benchmark

Parasail vs Z.ai: LLM provider comparison

Compare Parasail and Z.ai on 3 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

Parasail

35 indexed models

Headquarters
United States
Server regions
N/a
Model types
34 text, 1 embeddings

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

3.01× typical advantage

3 exact models with complete recent speed data

Lowest token cost

Equal result

Tie

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

Most models available

35 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricParasailZ.ai
Typical 500-token response8.43 s26.05 s
Typical response start0.96 s6.19 s
Typical output speed70.0 tok/s25.0 tok/s
Blended token price$2.1778 / 1M$2.1778 / 1M
Typical route uptime98.80%98.82%

Visual comparison

Price and performance charts

ParasailZ.ai
500-token response by shared model

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

Parasail has the lower typical same-model response ratio across 3 measured models.

Blended token price by shared model

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

Neither provider has a clear token-price advantage.

Shared text models

3 exact models · newest first

ModelParasailZ.ai
GLM 5.2Winner · Parasail

z-ai/glm-5.2

Parasail
Blended price
$2.4 / 1M
500-token response
8.10 s
Response starts
0.96 s
Output speed
70.0 tok/s
Route uptime
98.80%
Context
262.1K
Route
parasail/fp4
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 · Parasail

z-ai/glm-5.1

Parasail
Blended price
$2.4 / 1M
500-token response
8.43 s
Response starts
2.18 s
Output speed
80.0 tok/s
Route uptime
85.33%
Context
202.8K
Route
parasail/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 · Parasail

z-ai/glm-5

Parasail
Blended price
$1.7333 / 1M
500-token response
19.93 s
Response starts
0.70 s
Output speed
26.0 tok/s
Route uptime
99.15%
Context
202.8K
Route
parasail/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

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.

Parasail vs Z.ai analysis

How Parasail and Z.ai compare for AI inference

Parasail and Z.ai share 3 indexed text models, including GLM 5.2, GLM 5.1, GLM 5. Parasail has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

3 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

3 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

Parasail has 35 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 Parasail and Z.ai.