AlibabaAPI Host BenchmarksEstimated
Qwen3.8 27B (low) — 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
800 t/s
Lowest latency (TTFT)
90 ms P50
Best price
$0.23 / $1.5
Blended Pricing Workload Calculator
Switch between standard conversational ratios, agentic caching loops, and heavy RAG workloads.
| Provider & Host | Hardware Stack | Output Speed (TPS) | Latency TTFT (P50) | Input Price ($/1M) | Output Price ($/1M) | Cache Read ($/1M) | Blended Price ($/1M) | SLA |
|---|---|---|---|---|---|---|---|---|
AlibabaOfficial | Cloud TPU / Nvidia H100 | 64 t/s | 3.03 s (4.24 s p90) | $0.5 | $3 | $0.05 | $1.13 | 99.99% |
| Groq LPU v2 (SRAM) | 269 t/s | 90 ms (120 ms p90) | $0.42 | $2.55 | $0.04 | $0.95 | 99.95% | |
| CS-3 Wafer-Scale Engine | 800 t/s | 120 ms (160 ms p90) | $0.45 | $2.7 | — | $1.01 | 99.90% | |
| Nvidia H100 SXM5 | 96 t/s | 2.42 s (3.33 s p90) | $0.33 | $2.1 | $0.03 | $0.77 | 99.95% | |
| Nvidia H100 / L40S | 83 t/s | 2.73 s (3.79 s p90) | $0.23 | $1.5 | $0.025 | $0.55 | 99.90% | |
| Nvidia B200 / H100 | 122 t/s | 2.12 s (2.88 s p90) | $0.3 | $1.95 | $0.03 | $0.71 | 99.99% |
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.