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DeepSeek R1 vs Claude Opus 5

Our verdict

DeepSeek R1 for math/code reasoning. Claude Opus 5 for general enterprise tasks requiring reliability.

DeepSeek R1 is a reasoning model optimized for math, code, and multi-step logic — comparable to o3 on math benchmarks at a fraction of the cost. Claude Opus 5 is a general frontier model with superior document understanding and enterprise reliability. For pure reasoning tasks with no data sovereignty concerns: R1 is exceptional value. For everything else: Opus 5.

Side-by-side pricing

DeepSeek R1Claude Opus 5
ProviderDeepSeekAnthropic
Input price/1M$0.55$5.00
Output price/1M$2.19$25.00
Cache read/1M$0.14$0.50
Context window64K200K
Vision
Tool use
Prompt caching
Speed tierSlowSlow

Prices verified 2026-08-20. See changelog for history.

Winner by task

Mathematical reasoning
DeepSeek R1
Comparable to o3 at much lower price
General enterprise tasks
Claude Opus 5
Better instruction following, more reliable
Cost efficiency
DeepSeek R1
Much cheaper for same reasoning capability

Calculate costs for each model

DeepSeek R1 pricing →Claude Opus 5 pricing →Calculate for your workload →

Frequently Asked Questions

Is DeepSeek R1 as good as OpenAI o3?

On mathematics and competitive programming benchmarks, DeepSeek R1 scores within 3-8% of o3 at 5-10× lower cost. On general reasoning and instruction following: o3 still leads. R1 is the best cost-efficiency option for pure math/code reasoning workloads.

Prices verified 2026-08-20. See methodology for calculation details.