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Compare / head-to-head

GPT-5.2 ProvsGPT-5.4 nano

GPT-5.2 Pro leads 3 of 3 shared benchmarks. GPT-5.4 nano is 130.3x 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
3 – 0
GPT-5.2 Pro leads
Cheaper per token
GPT-5.4 nano
130.3x cheaper, input + output
Larger context
Tie
both 400K tokens
Provider uptime (30d)
94.2446%
OpenAI
GPT-5.2 Pro
OpenAI · released 2025-12-11
textvision
Context
400K
Max out
128K
Input /1M
$21
Output /1M
$168
Cached /1M
Scores
10 · 6 core
GPT-5.4 nano
OpenAI · released 2026-03-17
textvision
Context
400K
Max out
128K
Input /1M
$0.2
Output /1M
$1.25
Cached /1M
$0.02
Scores
10 · 6 core
Quality

Benchmark matrix

BenchmarkGPT-5.2 ProGPT-5.4 nanoΔEdge
Reported by both · 3
GPQA Diamond93.2% 82.8% +10.4 ptGPT-5.2 Pro
FrontierMath Tier 4 v2 (Epoch AI run)46% epoch12.2% epoch+33.8 ptGPT-5.2 Pro
FrontierMath Tiers 1-3 v2 (Epoch AI run)74% epoch44.9% epoch+29.1 ptGPT-5.2 Pro
Only GPT-5.2 Pro reports · 7
AIME 2025100% not reported
Humanity's Last Exam (no tools)36.6% not reported
ARC-AGI-1 (Verified)90.5% not reported
ARC-AGI-2 (Verified)54.2% not reported
BrowseComp77.9% not reported
GDPval (wins or ties)74.1% not reported
Humanity's Last Exam (with tools)50% not reported
Only GPT-5.4 nano reports · 6
OSWorld-Verifiednot reported39%
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported87.8% epoch
SimpleQA Verifiednot reported11.7% epoch
SWE-Bench Pronot reported52.4%
Terminal-Bench 2.0not reported46.3%
Toolathlonnot reported35.5%
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-5.2 Pro minus GPT-5.4 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-5.2 ProGPT-5.4 nanoEdge
Context window400K tokens400K tokensTie
Max output128K tokens128K tokensTie
Input price / 1M$21 $0.2 GPT-5.4 nano
Output price / 1M$168 $1.25 GPT-5.4 nano
Cached input / 1M$0.02
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$189$1.45GPT-5.4 nano
Modalitiestext · visiontext · visionTie
Released2025-12-112026-03-17
Cited benchmark scores1010
Reliability

OpenAI status

All providers
More matchups

GPT-5.2 Pro vs …

More matchups

GPT-5.4 nano vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run GPT-5.2 Pro and GPT-5.4 nano on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.