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Same-model provider benchmark

Crusoe vs Friendli: LLM provider comparison

Compare Crusoe and Friendli on 3 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

Crusoe

7 indexed models

Headquarters
United States
Server regions
N/a
Model types
7 text

Friendli

6 indexed models

Headquarters
United States
Server regions
N/a
Model types
6 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

1.12× typical advantage

3 exact models with complete recent speed data

Lowest token cost

$0.9689 / 1M

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

Most models available

7 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricCrusoe(0)Friendli(0)
SpeedCrusoe11.96 sFriendli16.41 s
TTFTCrusoe0.39 sFriendli0.54 s
TPSCrusoe43.0 tok/sFriendli45.0 tok/s
UptimeCrusoe99.58%Friendli99.90%
BlendedCrusoe$0.9689 / 1MFriendli$1.0089 / 1M
Green value Better comparable resultRed value Worse comparable result

Visual comparison

Price and performance charts

CrusoeFriendli
500-token response by shared model

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

Friendli has the lower typical same-model response ratio across 3 measured models.

Blended token price by shared model

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

Crusoe has the lower typical price ratio across 3 priced shared models.

Shared text models

3 exact models · newest first

ModelCrusoe(0)Friendli(0)
GLM 5.1Winner · Friendli
Crusoe
Speed— Worst comparable value
5.89 s
TTFT— Worst comparable value
0.39 s
TPS— Worst comparable value
91.0 tok/s
Uptime
100.00%
Context
202.8K
Route
crusoe/fp8
Blended— Best comparable value
$2.2667 / 1M
Friendli
Speed— Best comparable value
5.26 s
TTFT— Best comparable value
0.31 s
TPS— Best comparable value
101.0 tok/s
Uptime
100.00%
Context
202.8K
Route
friendli
Blended— Worst comparable value
$2.4 / 1M
Gemma 4 31BWinner · Friendli
Crusoe
Speed— Worst comparable value
84.17 s
TTFT— Best comparable value
0.83 s
TPS— Worst comparable value
6.0 tok/s
Uptime— Worst comparable value
91.12%
Context
262.1K
Route
crusoe
Blended
$0.2267 / 1M
Friendli
Speed— Best comparable value
16.41 s
TTFT— Worst comparable value
5.30 s
TPS— Best comparable value
45.0 tok/s
Uptime— Best comparable value
99.90%
Context
262.1K
Route
friendli
Blended
$0.2267 / 1M
Crusoe
Speed— Best comparable value
11.96 s
TTFT— Best comparable value
0.33 s
TPS— Best comparable value
43.0 tok/s
Uptime— Best comparable value
99.58%
Context
262.1K
Route
crusoe/bf16
Blended— Worst comparable value
$0.4133 / 1M
Friendli
Speed— Worst comparable value
29.95 s
TTFT— Worst comparable value
0.54 s
TPS— Worst comparable value
17.0 tok/s
Uptime— Worst comparable value
94.96%
Context
262.1K
Route
friendli
Blended— Best comparable value
$0.4 / 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.

Crusoe vs Friendli analysis

How Crusoe and Friendli compare for AI inference

Crusoe and Friendli share 3 indexed text models, including GLM 5.1, Gemma 4 31B, Qwen3 235B A22B Instruct 2507. Friendli has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

3 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

3 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

Crusoe has 7 indexed models and lists no published server regions; Friendli has 6 models and lists no regions. Verify data residency, privacy terms, limits, and production latency directly before choosing.

Related same-model benchmarks

Compare with other providers

Explore qualified alternatives with the most shared measured models. Recommendations include comparisons for both Crusoe and Friendli.