IBMAPI Host BenchmarksEstimated

Granite 4.2 8B Instruct — 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
1438 t/s
Cerebras Cloud (CS-3 Wafer-Scale Engine)
Lowest latency (TTFT)
90 ms P50
Groq Cloud (TTFT P90: 0.12s)
Best price
$0.07 / $0.23
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
IBMOfficial
Cloud TPU / Nvidia H100115 t/s200 ms (280 ms p90)$0.15$0.45$0.015$0.2299.99%
Groq LPU v2 (SRAM)483 t/s90 ms (120 ms p90)$0.13$0.38$0.012$0.1999.95%
CS-3 Wafer-Scale Engine1438 t/s120 ms (160 ms p90)$0.14$0.41$0.2199.90%
Nvidia H100 SXM5173 t/s160 ms (220 ms p90)$0.1$0.32$0.009$0.1699.95%
Nvidia H100 / L40S150 t/s180 ms (250 ms p90)$0.07$0.23$0.007$0.1199.90%
Nvidia B200 / H100219 t/s140 ms (190 ms p90)$0.09$0.29$0.009$0.1499.99%

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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