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Compare / head-to-head

Amazon Nova 2 LitevsGPT-5.4 mini

GPT-5.4 mini leads 1 of 1 shared benchmark. Amazon Nova 2 Lite has the larger context window (1M tokens).

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

Shared benchmarks
0 – 1
GPT-5.4 mini leads
Cheaper per token
list price, input + output
Larger context
Amazon Nova 2 Lite
1M tokens
Provider uptime (30d)
— · 94.6667%
Amazon · OpenAI
Amazon Nova 2 Lite
Amazon · released 2025-12-02
textvision
Context
1M
Max out
66K
Input /1M
Output /1M
Cached /1M
Scores
12 · 3 core
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
Quality

Benchmark matrix

BenchmarkAmazon Nova 2 LiteGPT-5.4 miniΔEdge
Reported by both · 1
GPQA Diamond79.6% 88% -8.4 ptGPT-5.4 mini
Only Amazon Nova 2 Lite reports · 11
MMLU-Pro80.9% not reported
AIME 202591% not reported
BFCL v460.3% not reported
IF-Bench70.8% not reported
LongCodeBench 1M84% not reported
MCP Atlas24.6% not reported
MultiChallenge76.6% not reported
RealKIE-FCC Verified62.1% not reported
tau2-bench Airline Verified64.8% not reported
tau2-bench Retail Verified76.5% not reported
tau2-bench Telecom76% not reported
Only GPT-5.4 mini reports · 8
FrontierMath Tier 4 v2 (Epoch AI run)not reported9.8% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported51.2% epoch
OSWorld-Verifiednot reported72.1%
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported88.9% epoch
SimpleQA Verifiednot reported29.4% epoch
SWE-Bench Pronot reported54.4%
Terminal-Bench 2.0not reported60%
Toolathlonnot reported42.9%
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 Amazon Nova 2 Lite minus GPT-5.4 mini 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

SpecAmazon Nova 2 LiteGPT-5.4 miniEdge
Context window1M tokens400K tokensAmazon Nova 2 Lite
Max output66K tokens128K tokensGPT-5.4 mini
Input price / 1M$0.75
Output price / 1M$4.5
Cached input / 1M$0.075
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.25
Modalitiestext · visiontext · visionTie
Released2025-12-022026-03-17
Cited benchmark scores1210
Reliability

Provider status

All providers
More matchups

GPT-5.4 mini vs …

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