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Same-model provider benchmark

AtlasCloud vs CoreWeave: LLM provider comparison

Compare AtlasCloud and CoreWeave on 10 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

AtlasCloud

32 indexed models

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

CoreWeave

20 indexed models

Headquarters
United States
Server regions
United States
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

1.29× typical advantage

10 exact models with complete recent speed data

Lowest token cost

$1.3045 / 1M

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

Most models available

32 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricAtlasCloud(0)CoreWeave(0)
SpeedAtlasCloud12.41 sCoreWeave6.95 s
TTFTAtlasCloud1.37 sCoreWeave0.44 s
TPSAtlasCloud44.5 tok/sCoreWeave78.0 tok/s
UptimeAtlasCloud99.63%CoreWeave100.00%
BlendedAtlasCloud$1.3045 / 1MCoreWeave$1.391 / 1M
Green value Better comparable resultRed value Worse comparable result

Visual comparison

Price and performance charts

AtlasCloudCoreWeave
500-token response by shared model

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

CoreWeave has the lower typical same-model response ratio across 10 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 10 priced shared models.

Shared text models

10 exact models · newest first

ModelAtlasCloud(0)CoreWeave(0)
GLM 5.2Winner · AtlasCloud
AtlasCloud
Speed— Best comparable value
19.85 s
TTFT— Worst comparable value
3.19 s
TPS— Best comparable value
30.0 tok/s
Uptime— Worst comparable value
99.33%
Context
1M
Route
atlas-cloud/fp8
Blended— Best comparable value
$2.16 / 1M
CoreWeave
Speed— Worst comparable value
20.46 s
TTFT— Best comparable value
1.94 s
TPS— Worst comparable value
27.0 tok/s
Uptime— Best comparable value
99.96%
Context
262.1K
Route
coreweave/fp4
Blended— Worst comparable value
$2.3933 / 1M
Kimi K2.7 CodeWinner · CoreWeave
AtlasCloud
Speed— Worst comparable value
9.52 s
TTFT— Worst comparable value
1.59 s
TPS— Worst comparable value
63.0 tok/s
Uptime
100.00%
Context
262.1K
Route
atlas-cloud/int4
Blended— Worst comparable value
$1.9667 / 1M
CoreWeave
Speed— Best comparable value
7.35 s
TTFT— Best comparable value
0.68 s
TPS— Best comparable value
75.0 tok/s
Uptime
100.00%
Context
262.1K
Route
coreweave/int4
Blended— Best comparable value
$1.96 / 1M
Qwen3.6 35B A3BWinner · CoreWeave
AtlasCloud
Speed— Worst comparable value
4.67 s
TTFT— Worst comparable value
0.82 s
TPS— Worst comparable value
130.0 tok/s
Uptime— Worst comparable value
99.80%
Context
262.1K
Route
atlas-cloud/fp8
Blended— Best comparable value
$0.4952 / 1M
CoreWeave
Speed— Best comparable value
3.72 s
TTFT— Best comparable value
0.26 s
TPS— Best comparable value
144.5 tok/s
Uptime— Best comparable value
100.00%
Context
262.1K
Route
coreweave/fp8
Blended— Worst comparable value
$0.5833 / 1M
DeepSeek V4 ProWinner · AtlasCloud
AtlasCloud
Speed— Best comparable value
13.63 s
TTFT— Worst comparable value
2.27 s
TPS— Best comparable value
44.0 tok/s
Uptime— Worst comparable value
97.55%
Context
1M
Route
atlas-cloud/fp4
Blended— Best comparable value
$2.2467 / 1M
CoreWeave
Speed— Worst comparable value
64.00 s
TTFT— Best comparable value
1.50 s
TPS— Worst comparable value
8.0 tok/s
Uptime— Best comparable value
98.59%
Context
1M
Route
coreweave/fp8
Blended— Worst comparable value
$2.32 / 1M
DeepSeek V4 FlashWinner · AtlasCloud
AtlasCloud
Speed— Best comparable value
9.19 s
TTFT— Worst comparable value
1.26 s
TPS— Best comparable value
63.0 tok/s
Uptime— Best comparable value
99.86%
Context
1M
Route
atlas-cloud/fp4
Blended
$0.1867 / 1M
CoreWeave
Speed— Worst comparable value
17.27 s
TTFT— Best comparable value
0.60 s
TPS— Worst comparable value
30.0 tok/s
Uptime— Worst comparable value
99.85%
Context
1M
Route
coreweave/fp8
Blended
$0.1867 / 1M
Kimi K2.6Winner · CoreWeave
AtlasCloud
Speed— Worst comparable value
17.56 s
TTFT— Worst comparable value
1.93 s
TPS— Worst comparable value
32.0 tok/s
Uptime— Worst comparable value
99.33%
Context
262.1K
Route
atlas-cloud/int4
Blended
$1.9667 / 1M
CoreWeave
Speed— Best comparable value
3.30 s
TTFT— Best comparable value
0.34 s
TPS— Best comparable value
169.0 tok/s
Uptime— Best comparable value
99.89%
Context
262.1K
Route
coreweave/fp4
Blended
$1.9667 / 1M
GLM 5.1Winner · CoreWeave
AtlasCloud
Speed— Worst comparable value
14.30 s
TTFT— Worst comparable value
1.48 s
TPS— Worst comparable value
39.0 tok/s
Uptime— Worst comparable value
99.57%
Context
202.8K
Route
atlas-cloud/fp8
Blended— Best comparable value
$2.16 / 1M
CoreWeave
Speed— Best comparable value
4.38 s
TTFT— Best comparable value
0.50 s
TPS— Best comparable value
129.0 tok/s
Uptime— Best comparable value
100.00%
Context
202.8K
Route
coreweave/fp8
Blended— Worst comparable value
$2.4 / 1M
Qwen3.5-35B-A3BWinner · CoreWeave
AtlasCloud
Speed— Worst comparable value
7.60 s
TTFT— Worst comparable value
0.94 s
TPS— Worst comparable value
75.0 tok/s
Uptime— Worst comparable value
99.86%
Context
262.1K
Route
atlas-cloud/fp8
Blended— Worst comparable value
$0.75 / 1M
CoreWeave
Speed— Best comparable value
4.86 s
TTFT— Best comparable value
0.35 s
TPS— Best comparable value
111.0 tok/s
Uptime— Best comparable value
100.00%
Context
262.1K
Route
coreweave/fp8
Blended— Best comparable value
$0.5833 / 1M
MiniMax M2.5Winner · CoreWeave
AtlasCloud
Speed— Worst comparable value
12.03 s
TTFT— Worst comparable value
0.91 s
TPS— Worst comparable value
45.0 tok/s
Uptime— Worst comparable value
99.42%
Context
196.6K
Route
atlas-cloud/fp8
Blended— Best comparable value
$0.5967 / 1M
CoreWeave
Speed— Best comparable value
6.55 s
TTFT— Best comparable value
0.38 s
TPS— Best comparable value
81.0 tok/s
Uptime— Best comparable value
100.00%
Context
196.6K
Route
coreweave/fp8
Blended— Worst comparable value
$0.6 / 1M
DeepSeek V3.1Winner · AtlasCloud
AtlasCloud
Speed— Worst comparable value
12.80 s
TTFT— Worst comparable value
1.17 s
TPS— Worst comparable value
43.0 tok/s
Uptime— Worst comparable value
99.69%
Context
131.1K
Route
atlas-cloud/fp8
Blended— Best comparable value
$0.5167 / 1M
CoreWeave
Speed— Best comparable value
9.97 s
TTFT— Best comparable value
0.35 s
TPS— Best comparable value
52.0 tok/s
Uptime— Best comparable value
100.00%
Context
161K
Route
coreweave/fp8
Blended— Worst comparable value
$0.9167 / 1M

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 CoreWeave analysis

How AtlasCloud and CoreWeave compare for AI inference

AtlasCloud and CoreWeave share 10 indexed text models, including GLM 5.2, Kimi K2.7 Code, Qwen3.6 35B A3B, DeepSeek V4 Pro, DeepSeek V4 Flash. CoreWeave has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

10 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

10 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 32 indexed models and lists no published server regions; CoreWeave has 20 models and lists 1 region. Verify data residency, privacy terms, limits, and production latency directly before choosing.