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Same-model provider benchmark

Fireworks vs GMICloud: LLM provider comparison

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

Fireworks

8 indexed models

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

GMICloud

15 indexed models

Headquarters
United States
Server regions
United States
Model types
15 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

Fireworks

1.79× typical advantage

5 exact models with complete recent speed data

Lowest token cost

GMICloud

$1.1197 / 1M

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

Most models available

GMICloud

15 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricFireworksGMICloud
Typical 500-token response9.40 s16.87 s
Typical response start1.23 s3.04 s
Typical output speed61.5 tok/s38.0 tok/s
Blended token price$1.5813 / 1M$1.1197 / 1M
Typical route uptime98.68%96.78%

Visual comparison

Price and performance charts

FireworksGMICloud
500-token response by shared model

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

Fireworks 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.

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

Shared text models

5 exact models · newest first

ModelFireworksGMICloud
GLM 5.2Winner · Fireworks

z-ai/glm-5.2

Fireworks
Blended price
$2.4 / 1M
500-token response
11.65 s
Response starts
1.23 s
Output speed
48.0 tok/s
Route uptime
99.00%
Context
1M
Route
fireworks
GMICloud
Blended price
$1.68 / 1M
500-token response
19.33 s
Response starts
2.08 s
Output speed
29.0 tok/s
Route uptime
84.73%
Context
1M
Route
gmicloud/fp8
DeepSeek V4 ProWinner · GMICloud

deepseek/deepseek-v4-pro

Fireworks
Blended price
$2.32 / 1M
500-token response
34.18 s
Response starts
2.93 s
Output speed
16.0 tok/s
Route uptime
98.35%
Context
1M
Route
fireworks
GMICloud
Blended price
$1.508 / 1M
500-token response
15.86 s
Response starts
3.04 s
Output speed
39.0 tok/s
Route uptime
95.98%
Context
1M
Route
gmicloud/fp8
DeepSeek V4 FlashWinner · Fireworks

deepseek/deepseek-v4-flash

Fireworks
Blended price
$0.1867 / 1M
500-token response
7.79 s
Response starts
1.04 s
Output speed
74.0 tok/s
Route uptime
98.04%
Context
1M
Route
fireworks
GMICloud
Blended price
$0.1307 / 1M
500-token response
16.41 s
Response starts
3.25 s
Output speed
38.0 tok/s
Route uptime
97.59%
Context
1M
Route
gmicloud/fp8
GLM 5.1Winner · Fireworks

z-ai/glm-5.1

Fireworks
Blended price
$2.4 / 1M
500-token response
9.40 s
Response starts
1.27 s
Output speed
61.5 tok/s
Route uptime
87.25%
Context
202.8K
Route
fireworks
GMICloud
Blended price
$1.68 / 1M
500-token response
16.87 s
Response starts
4.05 s
Output speed
39.0 tok/s
Route uptime
N/a
Context
202.8K
Route
gmicloud/fp8
MiniMax M2.7Winner · Fireworks

minimax/minimax-m2.7

Fireworks
Blended price
$0.6 / 1M
500-token response
3.88 s
Response starts
0.53 s
Output speed
149.0 tok/s
Route uptime
100.00%
Context
196.6K
Route
fireworks
GMICloud
Blended price
$0.6 / 1M
500-token response
19.28 s
Response starts
2.61 s
Output speed
30.0 tok/s
Route uptime
98.00%
Context
196.6K
Route
gmicloud/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.

Fireworks vs GMICloud analysis

How Fireworks and GMICloud compare for AI inference

Fireworks and GMICloud share 5 indexed text models, including GLM 5.2, DeepSeek V4 Pro, DeepSeek V4 Flash, GLM 5.1, MiniMax M2.7. Fireworks 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

Fireworks has 8 indexed models and lists no published server regions; GMICloud has 15 models and lists 1 region. Verify data residency, privacy terms, limits, and production latency directly before choosing.

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