DeepSeek: R1 0528
deepseek/deepseek-r1-0528
Cheapest provider
$0.50 / 1M
DeepInfra
Fastest provider (p95)
84 tok/s
DeepInfra
Intelligence (composite)
81.9
MMLU-Pro · HumanEval · math · GPQA
Per-provider performance
Latency / throughput / uptime measured across providers over the last 30 minutes of live traffic. Atlas’s router weighs these per call (with the eval-gate signal) when picking a variant for Standard and Batch tiers.
| Provider | Quant | Input $/1M | Output $/1M | Latency p50 / p95 | Throughput p50 / p95 | Uptime 30m | Success |
|---|---|---|---|---|---|---|---|
| DeepInfra | q4· fp4 | $0.5000 | $2.1500 | 581ms / 1366ms | 55 / 84 tok/s | 99.70% | 100.0% |
| SiliconFlow | q8· fp8 | $0.5000 | $2.1800 | 1816ms / 5808ms | 18 / 22 tok/s | 99.42% | 100.0% |
| AtlasCloud | q8· fp8 | $0.5500 | $2.1500 | 3283ms / 6614ms | 21 / 29 tok/s | 100.00% | 100.0% |
| Novita | q8· fp8 | $0.7000 | $2.5000 | 2359ms / 3814ms | 22.5 / 24.8 tok/s | — | 100.0% |
“—” means live telemetry hasn’t accumulated enough recent traffic for that endpoint. “undisclosed” means the provider serves the model but doesn’t expose the quantization label (typically running fp8 / int8 internally).
Intelligence breakdown
Composite score is a weighted average of public benchmarks (30% MMLU-Pro, 25% code pass@1, 25% math, 20% GPQA). Numbers come from model cards and the Artificial Analysis intelligence harness; missing components are renormalised over what’s present.
MMLU-Pro
85.0
broad reasoning
Code
73.3
pass@1 (HumanEval / LiveCodeBench)
AIME 2025
87.5
math accuracy
GPQA Diamond
81.0
hard reasoning
Source: DeepSeek-R1-0528 model card (MMLU-Pro 85.0, GPQA-Diamond 81.0, LiveCodeBench 73.3, AIME25 87.5); huggingface.co/deepseek-ai/DeepSeek-R1-0528
How Atlas routes DeepSeek: R1 0528
- Realtime tier — direct passthrough at the upstream’s native precision. Best for hard latency / quality guarantees.
- Standard tier — Atlas picks the cheapest provider variant whose quantization has stayed green on your operation’s eval gates. For DeepSeek: R1 0528 that’s currently DeepInfra at $0.50/1M.
- Batch tier — async, biggest discount. Roadmapped to use provider batch APIs (OpenAI / Anthropic) where available and queued spot capacity for open-weight workloads.