GPT 5.4 vs GPT-5 nano

GPT 5.4 vs GPT-5 nano: GPT-5 nano is cheaper by 98% on average. GPT 5.4 from Azure OpenAI (1,050,000-token context, reasoning, tool calls) vs. GPT-5 nano from Azure OpenAI (272,000-token context, reasoning, tool calls). Use Agent Command Center to A/B both in shadow mode and pick the winner per workload.

Side-by-side cost

Live workload comparison

Same workload run through both models. The cheaper one is highlighted.

3,000
01,050,000
400
0128,000
5,000
01,000,000
Azure OpenAI
$2,055/mo
Input $2.50/M · Output $15.00/M
GPT-5 nanoCheaper
Azure OpenAI
$47.18/mo
Input $0.0500/M · Output $0.400/M
At this workload, GPT-5 nano is 98% cheaper than GPT 5.4 — a savings of $2,007/month ($24,088/year).
Production recipe — Agent Command Center
strategy: cost-optimized
primary:
  model: gpt-5-nano
  provider: azure-openai
fallback:
  model: gpt-5-4
  provider: azure-openai
shadow: { sample_rate: 0.05 }   # mirror 5% of traffic to compare quality live
GPT 5.4 GPT-5 nano
Input price $2.50/M $0.0500/M
Output price $15.00/M $0.400/M
Context window 1,050,000 272,000
Max output 128,000 128,000
Function calling
Vision
Audio input
Reasoning
Prompt caching
Structured output
Pricing verified May 12, 2026 May 12, 2026
Cheaper option
~98% cheaper than GPT 5.4
Larger context
1,050,000 tokens
More capabilities
5 of 6 capability flags advertised

Benchmark comparison

Side-by-side public benchmark scores. Greener bar = winner.

Chatbot Arena ELOgeneral
GPT 5.4
1,477
GPT-5 nano
1,325
ARC-AGIreasoning
GPT 5.4
93.7%
GPT-5 nano
GPQA Diamondreasoning
GPT 5.4
92.8%
GPT-5 nano
HumanEvalcode
GPT 5.4
GPT-5 nano
86.3%
MMMU-Promultimodal
GPT 5.4
81.2%
GPT-5 nano
ARC-AGI-2reasoning
GPT 5.4
73.3%
GPT-5 nano
MMLU-Proreasoning
GPT 5.4
GPT-5 nano
73.0%
SWE-benchagent
GPT 5.4
57.7%
GPT-5 nano
FrontierMathmath
GPT 5.4
47.6%
GPT-5 nano
Humanity's Last Examreasoning
GPT 5.4
39.8%
GPT-5 nano