DeepSeek Reasoner (R1) vs DeepSeek Coder V3

Performance benchmarks + pricing comparison — updated April 2026

DeepSeek Reasoner (R1)

DeepSeek

DeepSeek's reasoning model. Comparable to OpenAI's o1 but at much lower cost.

Input	$0.550/M
Output	$2.19/M
Context	128K tokens
Best For	Complex reasoning, math, advanced coding
Benchmark	72/100

DeepSeek

Latest generation DeepSeek coding model. Improved code understanding and generation over V2.

Input	$0.270/M
Output	$1.10/M
Context	128K tokens
Best For	Code generation, refactoring, multi-language development

Estimated cost per project with 30% cache hit rate. Actual costs may vary based on usage patterns.

Scenario	DeepSeek Reasoner (R1)	DeepSeek Coder V3	Savings
Small Script (1K lines)	$0.08	$0.04	DeepSeek Coder V3 saves $0.04 (50%)
Medium Feature (10K lines)	$0.63	$0.31	DeepSeek Coder V3 saves $0.32 (50%)
Large Project (50K lines)	$3.15	$1.57	DeepSeek Coder V3 saves $1.58 (50%)
Code Review (5K lines)	$0.15	$0.07	DeepSeek Coder V3 saves $0.08 (50%)

DeepSeek Coder V3 wins on both price and performance — $0.270/M input with a benchmark score of N/A/100.

For most developers, this is the clear choice between these two models.

Anthropic's balanced model for coding and general tasks. Best price-performance ratio in the Claude family.

Anthropic's most powerful model. Best for complex reasoning and challenging coding tasks.

Previous generation Sonnet. Still excellent for coding tasks at the same price point.

Fast, cost-effective model for high-volume tasks. Great for code review and simple queries.

First generation Opus. Highest reasoning capability in the Claude 3 family.

First generation Sonnet. Balanced performance for general tasks.