Last verified 2026-03-12 (left) · 2026-03-19 (right)
DeepSeek Reasoner vs GPT-5.4 mini — Pricing & Capability Comparison
DeepSeek Reasoner charges $0.55 per million input tokens and $2.19 per million output tokens. GPT-5.4 mini comes in at $0.75 / $4.50. Context windows span 64K vs 400K tokens respectively.
TL;DR — Quick Comparison
- ✓DeepSeek Reasoner is cheaper overall: $2.74 per 1M tokens (in+out) vs $5.25 for GPT-5.4 mini — saves $2.51 per 1M tokens
- ✓Input pricing: DeepSeek Reasoner $0.55/1M vs GPT-5.4 mini $0.75/1M
- ✓Output pricing: DeepSeek Reasoner $2.19/1M vs GPT-5.4 mini $4.50/1M
- ✓Context window: GPT-5.4 mini offers more (400K vs 64K)
- ✓Use our calculator below to estimate costs for your specific usage pattern
Input price (per 1M)
DeepSeek Reasoner
$0.55
GPT-5.4 mini
$0.75
DeepSeek Reasoner leads here
Output price (per 1M)
DeepSeek Reasoner
$2.19
GPT-5.4 mini
$4.50
DeepSeek Reasoner leads here
Context window
DeepSeek Reasoner
64,000 tokens
GPT-5.4 mini
400,000 tokens
GPT-5.4 mini leads here
Cached input
DeepSeek Reasoner
$0.140
GPT-5.4 mini
$0.075
GPT-5.4 mini leads here
Which one should you choose?
Skip the spreadsheet if you just need the practical takeaway. Use these rules when deciding between DeepSeek Reasoner and GPT-5.4 mini.
Choose DeepSeek Reasoner if input tokens dominate your bill
DeepSeek Reasoner has the lower input rate, which usually matters most for chat, RAG, classification, and long-prompt workflows where prompt volume stays much larger than generated output.
Choose DeepSeek Reasoner if you generate long answers
DeepSeek Reasoner is cheaper on output tokens, so it tends to win for report generation, coding assistance, reasoning traces, and any workflow where completions are long.
Choose GPT-5.4 mini if context size is the blocker
GPT-5.4 mini offers the larger published context window, which is more important than small pricing differences when you need to fit large files, long chats, or multi-document prompts into one request.
Cost comparison for 10K-token workloads
Side-by-side pricing for identical workloads (10,000 total tokens per request) across different distributions.
| Scenario | DeepSeek Reasoner | GPT-5.4 mini | DeepSeek Reasoner cached | GPT-5.4 mini cached |
|---|---|---|---|---|
Balanced conversation 50% input · 50% output | $0.0137 | $0.0262 | $0.0117 | $0.0229 |
Input-heavy workflow 80% input · 20% output | $0.0088 | $0.0150 | $0.0055 | $0.0096 |
Generation heavy 30% input · 70% output | $0.0170 | $0.0338 | $0.0158 | $0.0317 |
Cached system prompt 90% cached input · 10% fresh output | $0.0071 | $0.0112 | $0.0034 | $0.0052 |
Frequently asked questions
Which is cheaper: DeepSeek Reasoner or GPT-5.4 mini?
DeepSeek Reasoner is cheaper for input tokens at $0.55 per 1M tokens compared to $0.75. For output, DeepSeek Reasoner costs $2.19 per 1M tokens versus $4.50 for GPT-5.4 mini.
What is the cost per 1M tokens for DeepSeek Reasoner?
DeepSeek Reasoner pricing: $0.55 per 1M input tokens and $2.19 per 1M output tokens. Context window: 64,000 tokens.
What is the cost per 1M tokens for GPT-5.4 mini?
GPT-5.4 mini pricing: $0.75 per 1M input tokens and $4.50 per 1M output tokens. Context window: 400,000 tokens.
How much does it cost per 1K tokens?
Per 1K tokens: DeepSeek Reasoner costs $0.0006 input / $0.0022 output. GPT-5.4 mini costs $0.0008 input / $0.0045 output. This is useful for calculating small-scale usage costs.
Which model supports a larger context window?
GPT-5.4 mini offers 400,000 tokens (400K) versus 64K for DeepSeek Reasoner.
What is the estimated monthly cost for typical usage?
For a typical workload of 10M input + 2M output tokens per month: DeepSeek Reasoner would cost approximately $9.88, while GPT-5.4 mini would cost $16.50. DeepSeek Reasoner is more economical for this usage pattern.
Do these models support prompt caching?
DeepSeek Reasoner supports prompt caching at $0.140 per 1M cached tokens, reducing costs for repeated context by up to 75%. GPT-5.4 mini supports caching at $0.075 per 1M tokens, saving up to 90%.
Which model is best for my use case?
Choose DeepSeek Reasoner for cost-sensitive applications with high input volume. Choose GPT-5.4 mini if you need 400K context for long documents or conversations. Consider prompt caching if you have repeated context. Use our token calculator to model your specific usage pattern.
Keep exploring this decision
Start from the pricing hub to compare calculators, cost pages, and top decision paths.
Estimate DeepSeek Reasoner cost with your own token mix.
Estimate GPT-5.4 mini cost with your own token mix.
Model the same prompt volume across multiple models before you commit.
See a simplified 100K-token cost view for DeepSeek Reasoner.
See a simplified 100K-token cost view for GPT-5.4 mini.
Jump to other side-by-side model pricing comparisons.