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Same-model provider benchmark

Fireworks vs Parasail: LLM provider comparison

Compare Fireworks and Parasail on 7 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

Parasail

35 indexed models

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

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

1.23× typical advantage

7 exact models with complete recent speed data

Lowest token cost

$1.5343 / 1M

7 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

MetricFireworksParasail
Typical 500-token response9.40 s13.46 s
Typical response start1.23 s0.96 s
Typical output speed61.5 tok/s40.0 tok/s
Blended token price$1.6267 / 1M$1.5343 / 1M
Typical route uptime98.35%98.69%

Visual comparison

Price and performance charts

FireworksParasail
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 7 measured models.

Blended token price by shared model

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

Parasail has the lower typical price ratio across 7 priced shared models.

Shared text models

7 exact models · newest first

ModelFireworksParasail
GLM 5.2Winner · Parasail

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
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
Kimi K2.7 CodeWinner · Fireworks

moonshotai/kimi-k2.7-code

Fireworks
Blended price
$1.9667 / 1M
500-token response
11.81 s
Response starts
2.19 s
Output speed
52.0 tok/s
Route uptime
N/a
Context
262.1K
Route
fireworks
Parasail
Blended price
$1.6733 / 1M
500-token response
14.51 s
Response starts
2.01 s
Output speed
40.0 tok/s
Route uptime
95.80%
Context
262.1K
Route
parasail/int4
DeepSeek V4 ProWinner · Parasail

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
Parasail
Blended price
$2.32 / 1M
500-token response
28.29 s
Response starts
0.51 s
Output speed
18.0 tok/s
Route uptime
99.70%
Context
1M
Route
parasail/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
Parasail
Blended price
$0.1867 / 1M
500-token response
13.46 s
Response starts
0.64 s
Output speed
39.0 tok/s
Route uptime
98.69%
Context
1M
Route
parasail/fp8
Kimi K2.6Winner · Fireworks

moonshotai/kimi-k2.6

Fireworks
Blended price
$1.9667 / 1M
500-token response
6.99 s
Response starts
0.41 s
Output speed
76.0 tok/s
Route uptime
N/a
Context
262.1K
Route
fireworks
Parasail
Blended price
$1.6667 / 1M
500-token response
16.21 s
Response starts
1.50 s
Output speed
34.0 tok/s
Route uptime
99.45%
Context
262.1K
Route
parasail/int4
GLM 5.1Winner · Parasail

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
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
gpt-oss-20bWinner · Fireworks

openai/gpt-oss-20b

Fireworks
Blended price
$0.1467 / 1M
500-token response
4.43 s
Response starts
0.34 s
Output speed
122.0 tok/s
Route uptime
99.62%
Context
131.1K
Route
fireworks
Parasail
Blended price
$0.0933 / 1M
500-token response
8.09 s
Response starts
0.52 s
Output speed
66.0 tok/s
Route uptime
98.25%
Context
131.1K
Route
parasail/fp4

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 Parasail analysis

How Fireworks and Parasail compare for AI inference

Fireworks and Parasail share 7 indexed text models, including GLM 5.2, Kimi K2.7 Code, DeepSeek V4 Pro, DeepSeek V4 Flash, Kimi K2.6. Fireworks has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

7 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

7 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; Parasail has 35 models and lists no regions. Verify data residency, privacy terms, limits, and production latency directly before choosing.