GoogleAPI Host BenchmarksEstimated

Gemma 4 31B — 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
438 t/s
Cerebras Cloud (CS-3 Wafer-Scale Engine)
Lowest latency (TTFT)
90 ms P50
Groq Cloud (TTFT P90: 0.12s)
Best price
$0.03 / $0.15
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
GoogleOfficial
Cloud TPU / Nvidia H10035 t/s1.10 s (1.54 s p90)$0.075$0.3$0.007$0.1399.99%
Groq LPU v2 (SRAM)147 t/s90 ms (120 ms p90)$0.06$0.26$0.006$0.1199.95%
CS-3 Wafer-Scale Engine438 t/s120 ms (160 ms p90)$0.07$0.27—$0.1299.90%
Nvidia H100 SXM553 t/s880 ms (1.21 s p90)$0.05$0.21$0.004$0.0999.95%
Nvidia H100 / L40S46 t/s990 ms (1.38 s p90)$0.03$0.15$0.004$0.0699.90%
Nvidia B200 / H10067 t/s770 ms (1.04 s p90)$0.04$0.2$0.004$0.0899.99%

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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