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Same-model provider benchmark

CoreWeave vs Fireworks: LLM provider comparison

Compare CoreWeave and Fireworks on 7 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

CoreWeave

20 indexed models

Headquarters
United States
Server regions
United States
Model types
20 text

Fireworks

8 indexed models

Headquarters
United States
Server regions
N/a
Model types
8 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

1.64× typical advantage

7 exact models with complete recent speed data

Lowest token cost

$1.6129 / 1M

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

Most models available

20 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricCoreWeave(0)Fireworks(0)
SpeedCoreWeave7.35 sFireworks8.66 s
TTFTCoreWeave0.60 sFireworks1.23 s
TPSCoreWeave75.0 tok/sFireworks67.0 tok/s
UptimeCoreWeave99.90%Fireworks98.85%
BlendedCoreWeave$1.6129 / 1MFireworks$1.6267 / 1M
Green value Better comparable resultRed value Worse comparable result

Visual comparison

Price and performance charts

CoreWeaveFireworks
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 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.

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

Shared text models

7 exact models · newest first

ModelCoreWeave(0)Fireworks(0)
GLM 5.2Winner · Fireworks
CoreWeave
Speed— Worst comparable value
20.46 s
TTFT— Worst comparable value
1.94 s
TPS— Worst comparable value
27.0 tok/s
Uptime— Worst comparable value
99.96%
Context
262.1K
Route
coreweave/fp4
Blended— Best comparable value
$2.3933 / 1M
Fireworks
Speed— Best comparable value
12.10 s
TTFT— Best comparable value
1.23 s
TPS— Best comparable value
46.0 tok/s
Uptime— Best comparable value
99.96%
Context
1M
Route
fireworks
Blended— Worst comparable value
$2.4 / 1M
Kimi K2.7 CodeWinner · CoreWeave
CoreWeave
Speed— Best comparable value
7.35 s
TTFT— Best comparable value
0.68 s
TPS— Best comparable value
75.0 tok/s
Uptime— Best comparable value
100.00%
Context
262.1K
Route
coreweave/int4
Blended— Best comparable value
$1.96 / 1M
Fireworks
Speed— Worst comparable value
12.44 s
TTFT— Worst comparable value
3.51 s
TPS— Worst comparable value
56.0 tok/s
Uptime— Worst comparable value
97.49%
Context
262.1K
Route
fireworks
Blended— Worst comparable value
$1.9667 / 1M
DeepSeek V4 ProWinner · Fireworks
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
$2.32 / 1M
Fireworks
Speed— Best comparable value
11.53 s
TTFT— Worst comparable value
1.52 s
TPS— Best comparable value
50.0 tok/s
Uptime— Worst comparable value
93.96%
Context
1M
Route
fireworks
Blended
$2.32 / 1M
DeepSeek V4 FlashWinner · Fireworks
CoreWeave
Speed— Worst comparable value
17.27 s
TTFT— Best comparable value
0.60 s
TPS— Worst comparable value
30.0 tok/s
Uptime— Best comparable value
99.85%
Context
1M
Route
coreweave/fp8
Blended
$0.1867 / 1M
Fireworks
Speed— Best comparable value
8.66 s
TTFT— Worst comparable value
1.41 s
TPS— Best comparable value
69.0 tok/s
Uptime— Worst comparable value
97.91%
Context
1M
Route
fireworks
Blended
$0.1867 / 1M
Kimi K2.6Winner · CoreWeave
CoreWeave
Speed— Best comparable value
3.30 s
TTFT— Best comparable value
0.34 s
TPS— Best comparable value
169.0 tok/s
Uptime
99.89%
Context
262.1K
Route
coreweave/fp4
Blended
$1.9667 / 1M
Fireworks
Speed— Worst comparable value
6.91 s
TTFT— Worst comparable value
0.42 s
TPS— Worst comparable value
77.0 tok/s
Uptime
N/a
Context
262.1K
Route
fireworks
Blended
$1.9667 / 1M
GLM 5.1Winner · CoreWeave
CoreWeave
Speed— Best comparable value
4.38 s
TTFT— Best comparable value
0.50 s
TPS— Best comparable value
129.0 tok/s
Uptime
100.00%
Context
202.8K
Route
coreweave/fp8
Blended
$2.4 / 1M
Fireworks
Speed— Worst comparable value
7.19 s
TTFT— Worst comparable value
1.02 s
TPS— Worst comparable value
81.0 tok/s
Uptime
100.00%
Context
202.8K
Route
fireworks
Blended
$2.4 / 1M
gpt-oss-20bWinner · CoreWeave
CoreWeave
Speed— Best comparable value
4.18 s
TTFT— Best comparable value
0.28 s
TPS— Best comparable value
128.0 tok/s
Uptime— Worst comparable value
87.61%
Context
131.1K
Route
coreweave/fp4
Blended— Best comparable value
$0.0633 / 1M
Fireworks
Speed— Worst comparable value
7.92 s
TTFT— Worst comparable value
0.46 s
TPS— Worst comparable value
67.0 tok/s
Uptime— Best comparable value
99.78%
Context
131.1K
Route
fireworks
Blended— Worst comparable value
$0.1467 / 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.

CoreWeave vs Fireworks analysis

How CoreWeave and Fireworks compare for AI inference

CoreWeave and Fireworks share 7 indexed text models, including GLM 5.2, Kimi K2.7 Code, DeepSeek V4 Pro, DeepSeek V4 Flash, Kimi K2.6. CoreWeave 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

CoreWeave has 20 indexed models and lists 1 published server region; Fireworks has 8 models and lists no regions. Verify data residency, privacy terms, limits, and production latency directly before choosing.