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Same-model provider benchmark

CoreWeave vs GMICloud: LLM provider comparison

Compare CoreWeave and GMICloud on 4 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

CoreWeave

20 indexed models

Headquarters
United States
Server regions
United States
Model types
20 text

GMICloud

13 indexed models

Headquarters
United States
Server regions
United States
Model types
13 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

4 exact models with complete recent speed data

Lowest token cost

$1.0749 / 1M

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

Most models available

20 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricCoreWeave(0)GMICloud(0)
SpeedCoreWeave18.86 sGMICloud13.67 s
TTFTCoreWeave1.05 sGMICloud2.28 s
TPSCoreWeave28.5 tok/sGMICloud44.0 tok/s
UptimeCoreWeave99.90%GMICloud98.98%
BlendedCoreWeave$1.825 / 1MGMICloud$1.0749 / 1M
Green value Better comparable resultRed value Worse comparable result

Visual comparison

Price and performance charts

CoreWeaveGMICloud
500-token response by shared model

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

GMICloud has the lower typical same-model response ratio across 4 measured models.

Blended token price by shared model

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

GMICloud has the lower typical price ratio across 4 priced shared models.

Shared text models

4 exact models · newest first

ModelCoreWeave(0)GMICloud(0)
GLM 5.2Winner · GMICloud
CoreWeave
Speed— Worst comparable value
20.46 s
TTFT— Best comparable value
1.94 s
TPS— Worst comparable value
27.0 tok/s
Uptime— Best comparable value
99.96%
Context
262.1K
Route
coreweave/fp4
Blended— Worst comparable value
$2.3933 / 1M
GMICloud
Speed— Best comparable value
17.10 s
TTFT— Worst comparable value
1.95 s
TPS— Best comparable value
33.0 tok/s
Uptime— Worst comparable value
98.22%
Context
1M
Route
gmicloud/fp8
Blended— Best comparable value
$1.584 / 1M
DeepSeek V4 ProWinner · GMICloud
CoreWeave
Speed— Worst comparable value
64.00 s
TTFT— Best comparable value
1.50 s
TPS— Worst comparable value
8.0 tok/s
Uptime— Worst comparable value
98.59%
Context
1M
Route
coreweave/fp8
Blended— Worst comparable value
$2.32 / 1M
GMICloud
Speed— Best comparable value
14.64 s
TTFT— Worst comparable value
3.01 s
TPS— Best comparable value
43.0 tok/s
Uptime— Best comparable value
98.85%
Context
1M
Route
gmicloud/fp8
Blended— Best comparable value
$0.9048 / 1M
DeepSeek V4 FlashWinner · GMICloud
CoreWeave
Speed— Worst comparable value
17.27 s
TTFT— Best comparable value
0.60 s
TPS— Worst comparable value
30.0 tok/s
Uptime— Worst comparable value
99.85%
Context
1M
Route
coreweave/fp8
Blended— Worst comparable value
$0.1867 / 1M
GMICloud
Speed— Best comparable value
12.69 s
TTFT— Worst comparable value
1.58 s
TPS— Best comparable value
45.0 tok/s
Uptime— Best comparable value
99.96%
Context
1M
Route
gmicloud/fp8
Blended— Best comparable value
$0.1307 / 1M
GLM 5.1Winner · CoreWeave
CoreWeave
Speed— Best comparable value
4.38 s
TTFT— Best comparable value
0.50 s
TPS— Best comparable value
129.0 tok/s
Uptime— Best comparable value
100.00%
Context
202.8K
Route
coreweave/fp8
Blended— Worst comparable value
$2.4 / 1M
GMICloud
Speed— Worst comparable value
9.65 s
TTFT— Worst comparable value
2.61 s
TPS— Worst comparable value
71.0 tok/s
Uptime— Worst comparable value
99.10%
Context
202.8K
Route
gmicloud/fp8
Blended— Best comparable value
$1.68 / 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.

CoreWeave vs GMICloud analysis

How CoreWeave and GMICloud compare for AI inference

CoreWeave and GMICloud share 4 indexed text models, including GLM 5.2, DeepSeek V4 Pro, DeepSeek V4 Flash, GLM 5.1. GMICloud has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

4 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

4 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

CoreWeave has 20 indexed models and lists 1 published server region; GMICloud has 13 models and lists 1 region. Verify data residency, privacy terms, limits, and production latency directly before choosing.