DeepSeek R1 vs GPT Oss 120B

DeepSeek R1 vs GPT Oss 120B: DeepSeek R1 is cheaper by 55% on average. DeepSeek R1 from Azure AI Foundry (128,000-token context, reasoning) vs. GPT Oss 120B from SambaNova (131,072-token context, reasoning, tool calls). Use Agent Command Center to A/B both in shadow mode and pick the winner per workload.

Side-by-side cost

Live workload comparison

Same workload run through both models. The cheaper one is highlighted.

3,000
0131,072
400
0131,072
5,000
01,000,000
Azure AI Foundry
$945/mo
Input $1.35/M · Output $5.40/M
SambaNova
$1,644/mo
Input $3.00/M · Output $4.50/M
At this workload, DeepSeek R1 is 42% cheaper than GPT Oss 120B — a savings of $699/month ($8,382/year).
Crossover: DeepSeek R1 is cheaper when output/input ≤ 1.83 (input-heavy workloads — RAG, retrieval). GPT Oss 120B wins above (long-form generation).
Current workload ratio: 0.13 (400/3000)
Production recipe — Agent Command Center
strategy: cost-optimized
primary:
  model: deepseek-r1
  provider: azure-ai-foundry
fallback:
  model: gpt-oss-120b
  provider: sambanova
shadow: { sample_rate: 0.05 }   # mirror 5% of traffic to compare quality live
DeepSeek R1 GPT Oss 120B
Input price $1.35/M $3.00/M
Output price $5.40/M $4.50/M
Context window 128,000 131,072
Max output 8,192 131,072
Function calling
Vision
Audio input
Reasoning
Prompt caching
Structured output
Pricing verified May 12, 2026 May 12, 2026
Cheaper option
~55% cheaper than GPT Oss 120B
Larger context
131,072 tokens
More capabilities
2 of 6 capability flags advertised

Benchmark comparison

Side-by-side public benchmark scores. Greener bar = winner.

Chatbot Arena ELOgeneral
DeepSeek R1
1,361
GPT Oss 120B
MATH-500math
DeepSeek R1
97.3%
GPT Oss 120B
MMLUgeneral
DeepSeek R1
90.8%
GPT Oss 120B
HumanEvalcode
DeepSeek R1
89.7%
GPT Oss 120B
MMLU-Proreasoning
DeepSeek R1
84.0%
GPT Oss 120B
AIME 2024math
DeepSeek R1
79.8%
GPT Oss 120B
GPQA Diamondreasoning
DeepSeek R1
71.5%
GPT Oss 120B
LiveCodeBenchcode
DeepSeek R1
65.9%
GPT Oss 120B
Aider Polyglotcode
DeepSeek R1
57.0%
GPT Oss 120B
SWE-bench Verifiedagent
DeepSeek R1
49.2%
GPT Oss 120B