openaideepseekreasoningcomparison

OpenAI o3 vs DeepSeek R1: Reasoning Model Cost Comparison 2026

How much cheaper is DeepSeek R1 than o3? Benchmark scores, monthly cost at scale, and which reasoning model to choose for your workload.

TTokenCost Editorial·LLM Cost Research·Updated 2026-05-016 min read

OpenAI o3 and DeepSeek R1 are both reasoning models — they use extended chain-of-thought to solve complex math, science, and coding problems. But the price difference is enormous. This guide compares cost, performance, and the realistic scenarios where each one makes sense.

Pricing Comparison

ModelProviderInput /1MCached /1MOutput /1MContext
o3openai$0.4$1.6200k
o4-miniopenai$1.1$4.4200k
DeepSeek R1deepseek$0.55$0.14$2.1964k
Claude Opus 4.7anthropic$5$0.5$251M

Cost at Scale: Monthly Comparison

At 1,000 reasoning requests/day (3K input + 2K output tokens, before reasoning overhead):

o3
$132/mo
1K req/day · 3K in + 2K out
DeepSeek R1
$181/mo
1x cheaper than o3
1K req/day · 3K in + 2K out

Performance: Where Each Model Wins

Benchmarks (as of 2026)

AIME 2024 (math)96.7%79.8%o3
SWE-bench Verified (coding)71.7%49.2%o3
MATH-500 (math reasoning)~97%97.3%Tie
GPQA Diamond (science)87.7%71.5%o3
Codeforces (competitive coding)2727 ELO2029 ELOo3
o3DeepSeek R1

o3 leads on most hard reasoning benchmarks, particularly competitive coding and frontier math. DeepSeek R1 is competitive on math and significantly stronger than its price would suggest — but there's a measurable quality gap at the top end.

When to Use Each

Competitive programming / ICPC-level problems
o3
DeepSeek R1 falls behind at the hardest coding tasks
Frontier math research / olympiad problems
o3
~17% better on AIME — meaningful gap for hard problems
Production reasoning at scale
DeepSeek R1
20x+ cost savings for tasks where R1's quality is sufficient
General STEM Q&A, tutoring, homework
DeepSeek R1
Quality close to o3 on standard problems; massive cost advantage
Data privacy / GDPR workloads
o3
DeepSeek processes data in China — compliance risk for regulated industries

o4-mini: The Sweet Spot?

OpenAI's o4-mini sits between o3 and DeepSeek R1 on both price and performance. For teams that need OpenAI reliability with better economics than o3, o4-mini is often the right call. It scores close to o3 on most benchmarks at roughly -175% lower input cost.

Compare directly: DeepSeek R1 vs o3 → | DeepSeek pricing →

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