LongCatAPI Host BenchmarksEstimated

LongCat 2.0 — API Providers & Speed Matrix

Modelled throughput, TTFT latency and prompt-cache pricing estimates across cloud hosting endpoints, derived from official list prices and public benchmarks.

Fastest provider
525 t/s
Cerebras Cloud (CS-3 Wafer-Scale Engine)
Lowest latency (TTFT)
90 ms P50
Groq Cloud (TTFT P90: 0.12s)
Best price
$0.34 / $1.48
DeepInfra (In / Out $/1M)

Blended Pricing Workload Calculator

Switch between standard conversational ratios, agentic caching loops, and heavy RAG workloads.

Provider & HostHardware StackOutput Speed (TPS)Latency TTFT (P50)Input Price ($/1M)Output Price ($/1M)Cache Read ($/1M)Blended Price ($/1M)SLA
LongCatOfficial
Cloud TPU / Nvidia H10042 t/s2.85 s (3.99 s p90)$0.75$2.95$0.075$1.399.99%
Groq LPU v2 (SRAM)176 t/s90 ms (120 ms p90)$0.64$2.51$0.06$1.1199.95%
CS-3 Wafer-Scale Engine525 t/s120 ms (160 ms p90)$0.68$2.66—$1.1899.90%
Nvidia H100 SXM563 t/s2.28 s (3.14 s p90)$0.49$2.06$0.045$0.8899.95%
Nvidia H100 / L40S55 t/s2.56 s (3.56 s p90)$0.34$1.48$0.038$0.6399.90%
Nvidia B200 / H10080 t/s1.99 s (2.71 s p90)$0.45$1.92$0.045$0.8299.99%

Figures are modelled estimates based on published list prices and public throughput benchmarks — not measured on live endpoints. Verify current pricing and terms with each host before committing.

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