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Same-model provider benchmark

AtlasCloud vs Parasail: LLM provider comparison

Compare AtlasCloud and Parasail on 13 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

AtlasCloud

31 indexed models

Headquarters
United States
Server regions
N/a
Model types
26 text, 5 video

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

1.18× typical advantage

13 exact models with complete recent speed data

Lowest token cost

$1.2569 / 1M

13 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

MetricAtlasCloudParasail
Typical 500-token response15.37 s11.69 s
Typical response start1.86 s0.70 s
Typical output speed37.5 tok/s46.0 tok/s
Blended token price$1.2901 / 1M$1.2569 / 1M
Typical route uptime99.36%99.15%

Visual comparison

Price and performance charts

AtlasCloudParasail
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 13 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 13 priced shared models.

Shared text models

13 exact models · newest first

ModelAtlasCloudParasail
GLM 5.2Winner · Parasail

z-ai/glm-5.2

AtlasCloud
Blended price
$2.16 / 1M
500-token response
15.37 s
Response starts
1.86 s
Output speed
37.0 tok/s
Route uptime
98.60%
Context
1M
Route
atlas-cloud/fp8
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 · Parasail

moonshotai/kimi-k2.7-code

AtlasCloud
Blended price
$1.9667 / 1M
500-token response
17.69 s
Response starts
1.30 s
Output speed
30.5 tok/s
Route uptime
N/a
Context
262.1K
Route
atlas-cloud/int4
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
MiniMax M3Winner · Parasail

minimax/minimax-m3

AtlasCloud
Blended price
$0.6 / 1M
500-token response
12.16 s
Response starts
1.05 s
Output speed
45.0 tok/s
Route uptime
97.90%
Context
524.3K
Route
atlas-cloud/fp8
Parasail
Blended price
$0.6 / 1M
500-token response
10.69 s
Response starts
0.69 s
Output speed
50.0 tok/s
Route uptime
97.91%
Context
1M
Route
parasail/fp8
Qwen3.6 35B A3BWinner · Parasail

qwen/qwen3.6-35b-a3b

AtlasCloud
Blended price
$0.4952 / 1M
500-token response
10.42 s
Response starts
0.99 s
Output speed
53.0 tok/s
Route uptime
99.45%
Context
262.1K
Route
atlas-cloud/fp8
Parasail
Blended price
$0.4333 / 1M
500-token response
5.72 s
Response starts
0.45 s
Output speed
95.0 tok/s
Route uptime
99.89%
Context
262.1K
Route
parasail/fp8
DeepSeek V4 ProWinner · AtlasCloud

deepseek/deepseek-v4-pro

AtlasCloud
Blended price
$2.2467 / 1M
500-token response
16.69 s
Response starts
2.40 s
Output speed
35.0 tok/s
Route uptime
93.58%
Context
1M
Route
atlas-cloud/fp4
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 · AtlasCloud

deepseek/deepseek-v4-flash

AtlasCloud
Blended price
$0.1867 / 1M
500-token response
11.42 s
Response starts
1.61 s
Output speed
51.0 tok/s
Route uptime
99.60%
Context
1M
Route
atlas-cloud/fp4
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 · Parasail

moonshotai/kimi-k2.6

AtlasCloud
Blended price
$1.9667 / 1M
500-token response
23.39 s
Response starts
4.16 s
Output speed
26.0 tok/s
Route uptime
96.35%
Context
262.1K
Route
atlas-cloud/int4
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

AtlasCloud
Blended price
$2.16 / 1M
500-token response
22.49 s
Response starts
3.26 s
Output speed
26.0 tok/s
Route uptime
85.25%
Context
202.8K
Route
atlas-cloud/fp8
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
Qwen3.5-35B-A3BWinner · Parasail

qwen/qwen3.5-35b-a3b

AtlasCloud
Blended price
$0.75 / 1M
500-token response
8.30 s
Response starts
1.98 s
Output speed
79.0 tok/s
Route uptime
99.83%
Context
262.1K
Route
atlas-cloud/fp8
Parasail
Blended price
$0.4333 / 1M
500-token response
11.69 s
Response starts
0.82 s
Output speed
46.0 tok/s
Route uptime
100.00%
Context
262.1K
Route
parasail/fp8
Qwen3.5 397B A17BWinner · Parasail

qwen/qwen3.5-397b-a17b

AtlasCloud
Blended price
$1.5333 / 1M
500-token response
10.68 s
Response starts
2.62 s
Output speed
62.0 tok/s
Route uptime
99.36%
Context
262.1K
Route
atlas-cloud/fp8
Parasail
Blended price
$1.5333 / 1M
500-token response
9.08 s
Response starts
0.75 s
Output speed
60.0 tok/s
Route uptime
87.58%
Context
262.1K
Route
parasail/fp8
MiniMax M2.5Winner · Parasail

minimax/minimax-m2.5

AtlasCloud
Blended price
$0.5967 / 1M
500-token response
7.97 s
Response starts
1.12 s
Output speed
73.0 tok/s
Route uptime
N/a
Context
196.6K
Route
atlas-cloud/fp8
Parasail
Blended price
$0.6 / 1M
500-token response
5.17 s
Response starts
0.61 s
Output speed
109.5 tok/s
Route uptime
N/a
Context
196.6K
Route
parasail/fp8
GLM 5Winner · AtlasCloud

z-ai/glm-5

AtlasCloud
Blended price
$1.6833 / 1M
500-token response
15.44 s
Response starts
2.10 s
Output speed
37.5 tok/s
Route uptime
99.79%
Context
202.8K
Route
atlas-cloud/fp8
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

qwen/qwen3-235b-a22b-2507

AtlasCloud
Blended price
$0.4267 / 1M
500-token response
17.42 s
Response starts
1.29 s
Output speed
31.0 tok/s
Route uptime
99.97%
Context
131.1K
Route
atlas-cloud/fp8
Parasail
Blended price
$0.36 / 1M
500-token response
16.05 s
Response starts
0.42 s
Output speed
32.0 tok/s
Route uptime
99.90%
Context
131.1K
Route
parasail/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.

AtlasCloud vs Parasail analysis

How AtlasCloud and Parasail compare for AI inference

AtlasCloud and Parasail share 13 indexed text models, including GLM 5.2, Kimi K2.7 Code, MiniMax M3, Qwen3.6 35B A3B, DeepSeek V4 Pro. Parasail has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

13 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

13 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

AtlasCloud has 31 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.