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Same-model provider benchmark

Chutes vs Z.ai: LLM provider comparison

Compare Chutes 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.

Chutes

9 indexed models

Headquarters
United States
Server regions
N/a
Model types
9 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

1.28× typical advantage

3 exact models with complete recent speed data

Lowest token cost

$1.8544 / 1M

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

Most models available

11 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricChutes(0)Z.ai(0)
SpeedChutes19.10 sZ.ai20.71 s
TTFTChutes2.43 sZ.ai4.58 s
TPSChutes30.0 tok/sZ.ai33.0 tok/s
UptimeChutes68.60%Z.ai99.94%
BlendedChutes$1.8544 / 1MZ.ai$2.1778 / 1M
Green value Better comparable resultRed value Worse comparable result

Visual comparison

Price and performance charts

ChutesZ.ai
500-token response by shared model

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

Z.ai 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.

Chutes has the lower typical price ratio across 3 priced shared models.

Shared text models

3 exact models · newest first

ModelChutes(0)Z.ai(0)
GLM 5.2Winner · Chutes
Chutes
Speed— Best comparable value
13.03 s
TTFT— Best comparable value
1.92 s
TPS— Best comparable value
45.0 tok/s
Uptime
N/a
Context
1M
Route
chutes/fp4
Blended
$2.4 / 1M
Z.ai
Speed— Worst comparable value
20.71 s
TTFT— Worst comparable value
4.58 s
TPS— Worst comparable value
31.0 tok/s
Uptime
99.97%
Context
1M
Route
z-ai/fp8
Blended
$2.4 / 1M
GLM 5.1Winner · Chutes
Chutes
Speed— Worst comparable value
19.10 s
TTFT— Best comparable value
2.43 s
TPS— Worst comparable value
30.0 tok/s
Uptime— Worst comparable value
68.60%
Context
202.8K
Route
chutes/fp8
Blended— Best comparable value
$1.68 / 1M
Z.ai
Speed— Best comparable value
14.97 s
TTFT— Worst comparable value
3.06 s
TPS— Best comparable value
42.0 tok/s
Uptime— Best comparable value
99.94%
Context
202.8K
Route
z-ai/fp8
Blended— Worst comparable value
$2.4 / 1M
GLM 5Winner · Z.ai
Chutes
Speed— Worst comparable value
51.39 s
TTFT— Best comparable value
5.93 s
TPS— Worst comparable value
11.0 tok/s
Uptime
N/a
Context
202.8K
Route
chutes/fp8
Blended— Best comparable value
$1.4833 / 1M
Z.ai
Speed— Best comparable value
27.05 s
TTFT— Worst comparable value
11.90 s
TPS— Best comparable value
33.0 tok/s
Uptime
98.07%
Context
202.8K
Route
z-ai/fp8
Blended— Worst comparable value
$1.7333 / 1M

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.

Chutes vs Z.ai analysis

How Chutes and Z.ai compare for AI inference

Chutes and Z.ai share 3 indexed text models, including GLM 5.2, GLM 5.1, GLM 5. Z.ai 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

Chutes has 9 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 Chutes and Z.ai.