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Compare / head-to-head

GPT-5.4 minivsGPT-5 nano

GPT-5.4 mini leads 5 of 5 shared benchmarks. GPT-5 nano is 11.7x cheaper per token. Both offer a 400K-token context window.

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
5 – 0
GPT-5.4 mini leads
Cheaper per token
GPT-5 nano
11.7x cheaper, input + output
Larger context
Tie
both 400K tokens
Provider uptime (30d)
94.2446%
OpenAI
GPT-5.4 mini
OpenAI · released 2026-03-17
textvision
Context
400K
Max out
128K
Input /1M
$0.75
Output /1M
$4.5
Cached /1M
$0.075
Scores
10 · 6 core
GPT-5 nano
OpenAI · released 2025-08-07
textvision
Context
400K
Max out
128K
Input /1M
$0.05
Output /1M
$0.4
Cached /1M
$0.005
Scores
7 · 7 core
Quality

Benchmark matrix

BenchmarkGPT-5.4 miniGPT-5 nanoΔEdge
Reported by both · 5
GPQA Diamond88% 69.4% epoch+18.6 ptGPT-5.4 mini
FrontierMath Tier 4 v2 (Epoch AI run)9.8% epoch2.4% epoch+7.4 ptGPT-5.4 mini
FrontierMath Tiers 1-3 v2 (Epoch AI run)51.2% epoch20% epoch+31.2 ptGPT-5.4 mini
OTIS Mock AIME 2024-2025 (Epoch AI run)88.9% epoch81.1% epoch+7.8 ptGPT-5.4 mini
SimpleQA Verified29.4% epoch11.7% epoch+17.7 ptGPT-5.4 mini
Only GPT-5.4 mini reports · 4
OSWorld-Verified72.1% not reported
SWE-Bench Pro54.4% not reported
Terminal-Bench 2.060% not reported
Toolathlon42.9% not reported
Only GPT-5 nano reports · 2
SWE-bench Verifiednot reported54.7%
AIME 2025not reported85% matharena
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-5.4 mini minus GPT-5 nano in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGPT-5.4 miniGPT-5 nanoEdge
Context window400K tokens400K tokensTie
Max output128K tokens128K tokensTie
Input price / 1M$0.75 $0.05 GPT-5 nano
Output price / 1M$4.5 $0.4 GPT-5 nano
Cached input / 1M$0.075 $0.005 GPT-5 nano
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.25$0.45GPT-5 nano
Modalitiestext · visiontext · visionTie
Released2026-03-172025-08-07
Cited benchmark scores107
Reliability

OpenAI status

All providers
More matchups

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Public benchmarks are a starting point. Run GPT-5.4 mini and GPT-5 nano on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.