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Compare / head-to-head

Amazon Nova LitevsGPT-5.4 nano

Amazon Nova Lite and GPT-5.4 nano do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Amazon Nova Lite is 4.8x cheaper per token. GPT-5.4 nano has the larger context window (400K tokens).

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

Shared benchmarks
0
no overlap yet
Cheaper per token
Amazon Nova Lite
4.8x cheaper, input + output
Larger context
GPT-5.4 nano
400K tokens
Provider uptime (30d)
— · 94.7883%
Amazon · OpenAI
Amazon Nova Lite
Amazon · released 2024-12-02
textvision
Context
300K
Max out
10K
Input /1M
$0.06
Output /1M
$0.24
Cached /1M
Scores
8 · 2 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

BenchmarkAmazon Nova LiteGPT-5.4 nanoΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Amazon Nova Lite reports · 8
MMLU80.5% not reported
ARC-C92.4% not reported
BBH82.4% not reported
DROP80.2% not reported
GPQA42% not reported
GSM8K94.5% not reported
IFEval89.7% not reported
MATH73.3% not reported
Only GPT-5.4 nano reports · 9
GPQA Diamondnot reported82.8%
FrontierMath Tier 4 v2 (Epoch AI run)not reported12.2% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported44.9% epoch
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 Amazon Nova Lite 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

SpecAmazon Nova LiteGPT-5.4 nanoEdge
Context window300K tokens400K tokensGPT-5.4 nano
Max output10K tokens128K tokensGPT-5.4 nano
Input price / 1M$0.06 $0.2 Amazon Nova Lite
Output price / 1M$0.24 $1.25 Amazon Nova Lite
Cached input / 1M$0.02
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$0.3$1.45Amazon Nova Lite
Modalitiestext · visiontext · visionTie
Released2024-12-022026-03-17
Cited benchmark scores810
Reliability

Provider status

All providers
More matchups

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Which one wins on your data?

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