Skip to content

Same-model provider benchmark

AtlasCloud vs Morph: LLM provider comparison

Compare AtlasCloud and Morph on 4 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

Morph

7 indexed models

Headquarters
United States
Server regions
United States
Model types
7 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

1.48× typical advantage

4 exact models with complete recent speed data

Lowest token cost

$0.8867 / 1M

4 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

MetricAtlasCloudMorph
Typical 500-token response13.77 s17.52 s
Typical response start1.64 s1.36 s
Typical output speed41.0 tok/s31.0 tok/s
Blended token price$0.8867 / 1M$1.0178 / 1M
Typical route uptime98.30%96.13%

Visual comparison

Price and performance charts

AtlasCloudMorph
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 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.

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

Shared text models

4 exact models · newest first

ModelAtlasCloudMorph
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
Morph
Blended price
$2.1 / 1M
500-token response
29.37 s
Response starts
1.59 s
Output speed
18.0 tok/s
Route uptime
97.06%
Context
1M
Route
morph
MiniMax M3Winner · AtlasCloud

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
Morph
Blended price
$1.2 / 1M
500-token response
16.36 s
Response starts
1.66 s
Output speed
34.0 tok/s
Route uptime
95.20%
Context
256K
Route
morph
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
Morph
Blended price
$0.1853 / 1M
500-token response
18.68 s
Response starts
0.82 s
Output speed
28.0 tok/s
Route uptime
97.93%
Context
1M
Route
morph
MiniMax M2.7Winner · Morph

minimax/minimax-m2.7

AtlasCloud
Blended price
$0.6 / 1M
500-token response
15.96 s
Response starts
1.67 s
Output speed
35.0 tok/s
Route uptime
98.00%
Context
196.6K
Route
atlas-cloud/fp8
Morph
Blended price
$0.586 / 1M
500-token response
11.55 s
Response starts
1.13 s
Output speed
48.0 tok/s
Route uptime
52.80%
Context
196.6K
Route
morph

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 Morph analysis

How AtlasCloud and Morph compare for AI inference

AtlasCloud and Morph share 4 indexed text models, including GLM 5.2, MiniMax M3, DeepSeek V4 Flash, MiniMax M2.7. AtlasCloud 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

AtlasCloud has 31 indexed models and lists no published server regions; Morph has 7 models and lists 1 region. Verify data residency, privacy terms, limits, and production latency directly before choosing.