What first-token latency measures
First-token latency measures how long users wait before an answer begins. The rank favors consistent results across several models, while the table shows the published response-start time for practical expectations.
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The model-adjusted rating compares consistent first-token latency across exact-model comparisons, so one unusually strong model cannot dominate the result. A model-adjusted rating requires at least three exact models measured on another provider. Providers with only their own models remain visible using raw published catalog speed.
| Position | Provider | Speed measurements | Data coverage |
|---|---|---|---|
| Rank | |||
| #1 | Speed measurements
| Data coverage
| |
| #2 | Speed measurements
| Data coverage
| |
| #3 | Speed measurements
| Data coverage
| |
| #4 | Speed measurements
| Data coverage
| |
| #5 | Speed measurements
| Data coverage
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| #6 | Speed measurements
| Data coverage
| |
| #7 | Speed measurements
| Data coverage
| |
| #8 | Speed measurements
| Data coverage
| |
| #9 | Speed measurements
| Data coverage
| |
| #10 | Speed measurements
| Data coverage
| |
| #11 | Speed measurements
| Data coverage
| |
| #12 | Speed measurements
| Data coverage
| |
| #13 | Speed measurements
| Data coverage
| |
| #14 | Speed measurements
| Data coverage
| |
| #15 | Speed measurements
| Data coverage
| |
| #16 | Speed measurements
| Data coverage
| |
| #17 | Speed measurements
| Data coverage
| |
| #18 | Speed measurements
| Data coverage
| |
| #19 | Speed measurements
| Data coverage
| |
| #20 | Speed measurements
| Data coverage
| |
| #21 | Speed measurements
| Data coverage
| |
| #22 | Speed measurements
| Data coverage
| |
| #23 | Speed measurements
| Data coverage
| |
| #24 | Speed measurements
| Data coverage
| |
| #25 | Speed measurements
| Data coverage
| |
| #26 | Speed measurements
| Data coverage
| |
| Without enough measurements · 66 providers | |||
| — | AkashML2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | Ambient2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | Cerebras2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | Decart2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | DeepSeek2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | Friendli2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | Groq2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | io.net2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | NextBit2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | Wafer2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | Xiaomi2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | Z.ai2 shared measured models; at least 3 required | Speed measurements
| Data coverage
|
| — | Mancer1 shared measured model; at least 3 required | Speed measurements
| Data coverage
|
| — | MARA1 shared measured model; at least 3 required | Speed measurements
| Data coverage
|
| — | MiniMax1 shared measured model; at least 3 required | Speed measurements
| Data coverage
|
| — | Nebius1 shared measured model; at least 3 required | Speed measurements
| Data coverage
|
| — | OpenInference1 shared measured model; at least 3 required | Speed measurements
| Data coverage
|
| — | AI21No models have complete speed data | Speed measurements
| Data coverage
|
| — | AionLabsNo models have complete speed data | Speed measurements
| Data coverage
|
| — | Amazon NovaNo models have complete speed data | Speed measurements
| Data coverage
|
| — | AnthropicNo models have complete speed data | Speed measurements
| Data coverage
|
| — | Arcee AINo models have complete speed data | Speed measurements
| Data coverage
|
| — | AvianNo models have complete speed data | Speed measurements
| Data coverage
|
| — | AzureNo models have complete speed data | Speed measurements
| Data coverage
|
| — | Black Forest LabsNo models have complete speed data | Speed measurements
| Data coverage
|
| — | CirrascaleNo models have complete speed data | Speed measurements
| Data coverage
|
| — | ClarifaiNo models have complete speed data | Speed measurements
| Data coverage
|
| — | CohereNo models have complete speed data | Speed measurements
| Data coverage
|
| — | CrucibleNo models have complete speed data | Speed measurements
| Data coverage
|
| — | CrusoeNo models have complete speed data | Speed measurements
| Data coverage
|
| — | DarkbloomNo models have complete speed data | Speed measurements
| Data coverage
|
| — | DeepgramNo models have complete speed data | Speed measurements
| Data coverage
|
| — | FeatherlessNo models have complete speed data | Speed measurements
| Data coverage
|
| — | Google AI StudioNo models have complete speed data | Speed measurements
| Data coverage
|
| — | HeyGenNo models have complete speed data | Speed measurements
| Data coverage
|
| — | InceptionNo models have complete speed data | Speed measurements
| Data coverage
|
| — | Inferact vLLMNo models have complete speed data | Speed measurements
| Data coverage
|
| — | InferenceNetNo models have complete speed data | Speed measurements
| Data coverage
|
| — | InfermaticNo models have complete speed data | Speed measurements
| Data coverage
|
| — | InflectionNo models have complete speed data | Speed measurements
| Data coverage
|
| — | IonstreamNo models have complete speed data | Speed measurements
| Data coverage
|
| — | LiquidNo models have complete speed data | Speed measurements
| Data coverage
|
| — | MetaNo models have complete speed data | Speed measurements
| Data coverage
|
| — | MistralNo models have complete speed data | Speed measurements
| Data coverage
|
| — | ModularNo models have complete speed data | Speed measurements
| Data coverage
|
| — | NCompassNo models have complete speed data | Speed measurements
| Data coverage
|
| — | Nex AGINo models have complete speed data | Speed measurements
| Data coverage
|
| — | NVIDIANo models have complete speed data | Speed measurements
| Data coverage
|
| — | OpenAINo models have complete speed data | Speed measurements
| Data coverage
|
| — | PerceptronNo models have complete speed data | Speed measurements
| Data coverage
|
| — | PerplexityNo models have complete speed data | Speed measurements
| Data coverage
|
| — | PoolsideNo models have complete speed data | Speed measurements
| Data coverage
|
| — | QuiverNo models have complete speed data | Speed measurements
| Data coverage
|
| — | RecraftNo models have complete speed data | Speed measurements
| Data coverage
|
| — | Reka AINo models have complete speed data | Speed measurements
| Data coverage
|
| — | RelaceNo models have complete speed data | Speed measurements
| Data coverage
|
| — | Sail ResearchNo models have complete speed data | Speed measurements
| Data coverage
|
| — | SakanaNo models have complete speed data | Speed measurements
| Data coverage
|
| — | SeedNo models have complete speed data | Speed measurements
| Data coverage
|
| — | SourcefulNo models have complete speed data | Speed measurements
| Data coverage
|
| — | StealthNo models have complete speed data | Speed measurements
| Data coverage
|
| — | StepFunNo models have complete speed data | Speed measurements
| Data coverage
|
| — | SwitchpointNo models have complete speed data | Speed measurements
| Data coverage
|
| — | TenstorrentNo models have complete speed data | Speed measurements
| Data coverage
|
| — | UpstageNo models have complete speed data | Speed measurements
| Data coverage
|
| — | xAINo models have complete speed data | Speed measurements
| Data coverage
|
Ranking data fetched .
Weekly benchmark guide
26 providers currently have enough shared measurements for this weekly benchmark. ModelRun is currently first, with a published catalog median of 0.33 seconds. Review response time, response start, output speed, and coverage together before choosing a provider.
First-token latency measures how long users wait before an answer begins. The rank favors consistent results across several models, while the table shows the published response-start time for practical expectations.
This weekly view evaluates OpenRouter’s 15 currently popular models, so it reflects recent market demand rather than every model in each provider catalog.
This page reviewed 40 candidate models and currently has shared comparison data for 26 providers. The Rating basis field distinguishes model-adjusted rows from providers positioned using only their own-model catalog measurements.