AtlasCloud
31 indexed models
- Headquarters
United States- Server regions
- N/a
- Model types
- 26 text, 5 video
Same-model provider benchmark
AtlasCloud vs Friendli: LLM provider comparison
Compare AtlasCloud and Friendli on 5 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.
Friendli
5 indexed models
- Headquarters
- United States
- Server regions
- N/a
- Model types
- 5 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
1.74× typical advantage
5 exact models with complete recent speed data
Lowest token cost
$1.1287 / 1M
5 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
| Metric | AtlasCloud | Friendli |
|---|---|---|
| Typical 500-token response | 17.42 s | 5.41 s |
| Typical response start | 1.47 s | 0.57 s |
| Typical output speed | 31.0 tok/s | 112.0 tok/s |
| Blended token price | $1.1287 / 1M | $1.3267 / 1M |
| Typical route uptime | 99.27% | 99.08% |
Visual comparison
Price and performance charts
Estimated seconds using recent median response-start and output-speed data. Lower is better.
Friendli has the lower typical same-model response ratio across 5 measured models.
USD per 1 million tokens using a 1,000-input/500-output mix. Lower is better.
AtlasCloud has the lower typical price ratio across 5 priced shared models.
| Model | AtlasCloud | Friendli |
|---|---|---|
 GLM 5.2Winner · Friendli z-ai/glm-5.2 | AtlasCloud
| Friendli
|
GLM 5.1Winner · Friendli z-ai/glm-5.1 | AtlasCloud
| Friendli
|
 MiniMax M2.5Winner · Friendli minimax/minimax-m2.5 | AtlasCloud
| Friendli
|
 DeepSeek V3.2Winner · AtlasCloud deepseek/deepseek-v3.2 | AtlasCloud
| Friendli
|
 Qwen3 235B A22B Instruct 2507Winner · Friendli qwen/qwen3-235b-a22b-2507 | AtlasCloud
| Friendli
|
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 Friendli analysis
How AtlasCloud and Friendli compare for AI inference
AtlasCloud and Friendli share 5 indexed text models, including GLM 5.2, GLM 5.1, MiniMax M2.5, DeepSeek V3.2, Qwen3 235B A22B Instruct 2507. Friendli has the stronger typical response-time result on the directly measured set.
Same-model speed evidence
5 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
5 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; Friendli has 5 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 AtlasCloud and Friendli.
