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Same-model provider benchmark

AtlasCloud vs StreamLake: LLM provider comparison

Compare AtlasCloud and StreamLake on 14 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

StreamLake

20 indexed models

Headquarters
China
Server regions
N/a
Model types
20 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

1.14× typical advantage

14 exact models with complete recent speed data

Lowest token cost

$0.9533 / 1M

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

Most models available

31 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricAtlasCloudStreamLake
Typical 500-token response16.06 s20.39 s
Typical response start1.84 s1.93 s
Typical output speed35.5 tok/s29.0 tok/s
Blended token price$1.1786 / 1M$0.9533 / 1M
Typical route uptime99.11%99.07%

Visual comparison

Price and performance charts

AtlasCloudStreamLake
500-token response by shared model

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

AtlasCloud has the lower typical same-model response ratio across 14 measured models.

Blended token price by shared model

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

StreamLake has the lower typical price ratio across 14 priced shared models.

Shared text models

14 exact models · newest first

ModelAtlasCloudStreamLake
GLM 5.2Winner · AtlasCloud

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
StreamLake
Blended price
$1.6524 / 1M
500-token response
20.26 s
Response starts
2.40 s
Output speed
28.0 tok/s
Route uptime
99.81%
Context
1M
Route
streamlake/fp8
DeepSeek V4 ProWinner · StreamLake

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
StreamLake
Blended price
$0.9512 / 1M
500-token response
27.98 s
Response starts
2.98 s
Output speed
20.0 tok/s
Route uptime
93.71%
Context
1M
Route
streamlake/fp8
DeepSeek V4 FlashWinner · StreamLake

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
StreamLake
Blended price
$0.1288 / 1M
500-token response
13.31 s
Response starts
1.94 s
Output speed
44.0 tok/s
Route uptime
98.66%
Context
1M
Route
streamlake/fp8
Kimi K2.6Winner · StreamLake

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
StreamLake
Blended price
$1.77 / 1M
500-token response
23.14 s
Response starts
3.91 s
Output speed
26.0 tok/s
Route uptime
97.94%
Context
256K
Route
streamlake/fp8
GLM 5.1Winner · StreamLake

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
StreamLake
Blended price
$1.656 / 1M
500-token response
25.14 s
Response starts
2.42 s
Output speed
22.0 tok/s
Route uptime
96.76%
Context
200K
Route
streamlake/fp8
KAT-Coder-Pro V2Winner · StreamLake

kwaipilot/kat-coder-pro-v2

AtlasCloud
Blended price
$0.6 / 1M
500-token response
13.21 s
Response starts
1.01 s
Output speed
41.0 tok/s
Route uptime
N/a
Context
262.1K
Route
atlas-cloud/fp8
StreamLake
Blended price
$0.6 / 1M
500-token response
9.74 s
Response starts
0.65 s
Output speed
55.0 tok/s
Route uptime
N/a
Context
256K
Route
streamlake
Qwen3.5 397B A17BWinner · StreamLake

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
StreamLake
Blended price
$1.6 / 1M
500-token response
9.66 s
Response starts
3.70 s
Output speed
84.0 tok/s
Route uptime
93.14%
Context
256K
Route
streamlake
MiniMax M2.5Winner · StreamLake

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
StreamLake
Blended price
$0.54 / 1M
500-token response
6.53 s
Response starts
0.72 s
Output speed
86.0 tok/s
Route uptime
N/a
Context
200K
Route
streamlake
GLM 5Winner · StreamLake

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
StreamLake
Blended price
$1.04 / 1M
500-token response
20.53 s
Response starts
3.87 s
Output speed
30.0 tok/s
Route uptime
99.48%
Context
198K
Route
streamlake/fp8
Kimi K2.5Winner · StreamLake

moonshotai/kimi-k2.5

AtlasCloud
Blended price
$1.16 / 1M
500-token response
19.36 s
Response starts
2.12 s
Output speed
29.0 tok/s
Route uptime
98.85%
Context
262.1K
Route
atlas-cloud/int4
StreamLake
Blended price
$1.26 / 1M
500-token response
17.54 s
Response starts
1.41 s
Output speed
31.0 tok/s
Route uptime
100.00%
Context
256K
Route
streamlake/fp8
GLM 4.7Winner · AtlasCloud

z-ai/glm-4.7

AtlasCloud
Blended price
$0.9633 / 1M
500-token response
19.68 s
Response starts
1.82 s
Output speed
28.0 tok/s
Route uptime
92.66%
Context
202.8K
Route
atlas-cloud/fp8
StreamLake
Blended price
$0.9067 / 1M
500-token response
26.91 s
Response starts
1.91 s
Output speed
20.0 tok/s
Route uptime
78.91%
Context
200K
Route
streamlake/fp8
DeepSeek V3.2Winner · AtlasCloud

deepseek/deepseek-v3.2

AtlasCloud
Blended price
$0.3 / 1M
500-token response
23.21 s
Response starts
1.47 s
Output speed
23.0 tok/s
Route uptime
99.94%
Context
163.8K
Route
atlas-cloud/fp8
StreamLake
Blended price
$0.2503 / 1M
500-token response
29.06 s
Response starts
1.29 s
Output speed
18.0 tok/s
Route uptime
99.93%
Context
128K
Route
streamlake/fp8
DeepSeek V3.1 TerminusWinner · AtlasCloud

deepseek/deepseek-v3.1-terminus

AtlasCloud
Blended price
$0.5167 / 1M
500-token response
15.29 s
Response starts
1.40 s
Output speed
36.0 tok/s
Route uptime
99.92%
Context
131.1K
Route
atlas-cloud/fp8
StreamLake
Blended price
$0.5712 / 1M
500-token response
22.39 s
Response starts
1.56 s
Output speed
24.0 tok/s
Route uptime
100.00%
Context
128K
Route
streamlake
Qwen3 235B A22B Instruct 2507Winner · StreamLake

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
StreamLake
Blended price
$0.42 / 1M
500-token response
16.34 s
Response starts
0.71 s
Output speed
32.0 tok/s
Route uptime
99.92%
Context
128K
Route
streamlake

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 StreamLake analysis

How AtlasCloud and StreamLake compare for AI inference

AtlasCloud and StreamLake share 14 indexed text models, including GLM 5.2, DeepSeek V4 Pro, DeepSeek V4 Flash, Kimi K2.6, GLM 5.1. AtlasCloud has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

14 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

14 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; StreamLake has 20 models and lists no regions. Verify data residency, privacy terms, limits, and production latency directly before choosing.