Is GPT-4 better than DeepSeek Coder V2 for coding?

GPT-4 scores 68 overall vs DeepSeek Coder V2's 58. GPT-4 has stronger benchmark performance, but pricing also matters — GPT-4 costs $30.00/M input vs $0.270/M for DeepSeek Coder V2.

Which is cheaper: GPT-4 or DeepSeek Coder V2?

DeepSeek Coder V2 is cheaper per million input tokens at $0.27/M vs $30.00/M.

What is the price-performance ratio of GPT-4 vs DeepSeek Coder V2?

Based on benchmark scores, GPT-4 costs $0.441 per score point while DeepSeek Coder V2 costs $0.005 per score point. DeepSeek Coder V2 offers better value.

GPT-4 vs DeepSeek Coder V2

Performance benchmarks + pricing comparison — updated April 2026

GPT-4

OpenAI

Original GPT-4. Most expensive OpenAI model, largely superseded by newer options.

Input	$30.00/M
Output	$60.00/M
Context	8K tokens
Best For	Legacy applications requiring GPT-4 specifically
Benchmark	68/100

DeepSeek Coder V2

DeepSeek

DeepSeek's coding-specialized model. Open-source and very affordable.

Input	$0.270/M
Output	$1.10/M
Context	128K tokens
Best For	Code generation, code review, debugging
Benchmark	58/100

Benchmark Performance Comparison

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

Benchmark	GPT-4	DeepSeek Coder V2	Leader
Overall Score	68	58	GPT-4 leads by 10pts
SWE-bench Verified	60	50	GPT-4 leads by 10pts
LiveCodeBench	70	60	GPT-4 leads by 10pts
HumanEval	86	82	GPT-4 leads by 4pts
BigCodeBench	54	42	GPT-4 leads by 12pts

Cost Comparison by Scenario

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

Scenario	GPT-4	DeepSeek Coder V2	Savings
Small Script (1K lines)	$2.85	$0.04	DeepSeek Coder V2 saves $2.81 (99%)
Medium Feature (10K lines)	$22.50	$0.31	DeepSeek Coder V2 saves $22.19 (99%)
Large Project (50K lines)	$112.50	$1.57	DeepSeek Coder V2 saves $110.93 (99%)
Code Review (5K lines)	$6.75	$0.07	DeepSeek Coder V2 saves $6.68 (99%)

Value Analysis (Price per Benchmark Score Point)

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

Model	Overall Score	Price per Score Point	Verdict
GPT-4	68	$0.441/pt	Higher cost per point
DeepSeek Coder V2	58	$0.005/pt	Better value

DeepSeek Coder V2 delivers the best value at $0.005 per score point.

Strengths & Weaknesses

GPT-4

+ Original breakthrough model
- Two generations behind
- Expensive

DeepSeek Coder V2

+ Code-specialized
+ Very cheap
- Limited general-purpose

Verdict

DeepSeek Coder V2 is cheaper at $0.270/M, but GPT-4 scores higher on benchmarks (68 vs 58).

Choose DeepSeek Coder V2 for cost-sensitive projects, GPT-4 when performance matters most.

Compare with Other Models

Claude Sonnet 4

Anthropic

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

$3.00/M input $15.00/M output ~$4.66 per medium feature

Claude Opus 4

Anthropic

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

$15.00/M input $75.00/M output ~$23.29 per medium feature

Claude 3.5 Sonnet

Anthropic

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

$3.00/M input $15.00/M output ~$4.66 per medium feature

Claude 3.5 Haiku

Anthropic

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

$0.800/M input $4.00/M output ~$1.24 per medium feature

Claude 3 Opus

Anthropic

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

$15.00/M input $75.00/M output ~$20.25 per medium feature

Claude 3 Sonnet

Anthropic

First generation Sonnet. Balanced performance for general tasks.

$3.00/M input $15.00/M output ~$4.05 per medium feature