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Ranks providers by estimated time to return 500 tokens, combining the wait for the first token with output speed.
| Rank | Provider / route | Pricing | Benchmarks | API support |
|---|---|---|---|---|
| #1 | Provider / route 1M contextfp8262.1K max output | Pricing
| Benchmarks
| API support
|
Endpoint data fetched .
LongCat 2.0 endpoint guide
1 of 1 LongCat 2.0 endpoint currently have the published data required for this ranking. AtlasCloud leads at 20.64 s via atlas-cloud/fp8. The table keeps unranked routes visible so missing measurements do not look like missing provider availability.
The fastest ranking estimates a 500-token answer by adding the recent median first-token wait to 500 divided by median output throughput. It represents an example complete response, not a guarantee for every prompt or request size.
Only 1 route currently qualifies, so the rank alone provides limited choice. Review every visible endpoint for price, speed, uptime, context length, and route-specific configuration.
LongCat 2.0 has 1 published provider option, and performance data is matched to each exact OpenRouter routing tag. Different quantization, context, regional deployment, or provider configuration can change price and behavior even when the underlying model name is identical.
