Claude 3 Haiku vs DeepSeek Reasoner (R1)

Performance benchmarks + pricing comparison — updated April 2026

Claude 3 Haiku

Anthropic

Cheapest Claude model. Fast responses for simple tasks and basic coding.

Input$0.250/M
Output$1.25/M
Context200K tokens
Best ForSimple queries, fast responses, cost-sensitive tasks
Benchmark45/100

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
Context128K tokens
Best ForComplex reasoning, math, advanced coding
Benchmark72/100

Benchmark Performance Comparison

Third-party benchmark scores — higher is better. Data sourced from SWE-bench, LiveCodeBench, HumanEval, and BigCodeBench.

BenchmarkClaude 3 HaikuDeepSeek Reasoner (R1)Leader
Overall Score 45 72 DeepSeek Reasoner (R1) leads by 27pts
SWE-bench Verified 38 68 DeepSeek Reasoner (R1) leads by 30pts
LiveCodeBench 46 76 DeepSeek Reasoner (R1) leads by 30pts
HumanEval 68 90 DeepSeek Reasoner (R1) leads by 22pts
BigCodeBench 30 56 DeepSeek Reasoner (R1) leads by 26pts

Cost Comparison by Scenario

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

ScenarioClaude 3 HaikuDeepSeek Reasoner (R1)Savings
Small Script (1K lines) $0.05 $0.08 Claude 3 Haiku saves $0.04 (46%)
Medium Feature (10K lines) $0.34 $0.63 Claude 3 Haiku saves $0.29 (46%)
Large Project (50K lines) $1.69 $3.15 Claude 3 Haiku saves $1.46 (46%)
Code Review (5K lines) $0.07 $0.15 Claude 3 Haiku saves $0.08 (50%)

Value Analysis (Price per Benchmark Score Point)

Lower is better — how much you pay for each point of benchmark performance.

ModelOverall ScorePrice per Score PointVerdict
Claude 3 Haiku 45 $0.006/pt Better value
DeepSeek Reasoner (R1) 72 $0.008/pt Higher cost per point

Claude 3 Haiku delivers the best value at $0.006 per score point.

Strengths & Weaknesses

Claude 3 Haiku

  • + Very cheap
  • + Fast
  • - Basic capability only

DeepSeek Reasoner (R1)

  • + Strong reasoning chain
  • + Good value
  • - Slow on simple tasks

Verdict

Claude 3 Haiku is cheaper at $0.250/M, but DeepSeek Reasoner (R1) scores higher on benchmarks (72 vs 45).

Choose Claude 3 Haiku for cost-sensitive projects, DeepSeek Reasoner (R1) when performance matters most.

Compare with Other Models