ModelsCompareBest forBenchmarksStatusPricingAPI
Compare / head-to-head

Amazon Nova ProvsGPT-5.6 Luna

Amazon Nova Pro and GPT-5.6 Luna do not yet share a public benchmark, so quality cannot be compared apples-to-apples. GPT-5.6 Luna is 2.9x cheaper per token. GPT-5.6 Luna has the larger context window (1.1M tokens).

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

Shared benchmarks
0
no overlap yet
Cheaper per token
GPT-5.6 Luna
2.9x cheaper, input + output
Larger context
GPT-5.6 Luna
1.1M tokens
Provider uptime (30d)
— · 94.2446%
Amazon · OpenAI
Amazon Nova Pro
Amazon · released 2024-12-02
textvision
Context
300K
Max out
10K
Input /1M
$0.8
Output /1M
$3.2
Cached /1M
Scores
8 · 2 core
GPT-5.6 Luna
OpenAI · released 2026-07-09
textvision
Context
1.1M
Max out
128K
Input /1M
$0.2
Output /1M
$1.2
Cached /1M
$0.02
Scores
8 · 6 core
Quality

Benchmark matrix

BenchmarkAmazon Nova ProGPT-5.6 LunaΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Amazon Nova Pro reports · 8
MMLU85.9% not reported
ARC-C94.8% not reported
BBH86.9% not reported
DROP85.4% not reported
GPQA46.9% not reported
GSM8K94.8% not reported
IFEval92.1% not reported
MATH76.6% not reported
Only GPT-5.6 Luna reports · 7
GPQA Diamondnot reported92.3%
DeepSWE v1.1not reported67.2%
FrontierMath Tier 4 v2 (Epoch AI run)not reported61% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported82.1% epoch
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported98.3% epoch
SimpleQA Verifiednot reported41% epoch
SWE-Bench Pronot reported62.7%
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 Pro minus GPT-5.6 Luna 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 ProGPT-5.6 LunaEdge
Context window300K tokens1.1M tokensGPT-5.6 Luna
Max output10K tokens128K tokensGPT-5.6 Luna
Input price / 1M$0.8 $0.2 GPT-5.6 Luna
Output price / 1M$3.2 $1.2 GPT-5.6 Luna
Cached input / 1M$0.02
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$4$1.4GPT-5.6 Luna
Modalitiestext · visiontext · visionTie
Released2024-12-022026-07-09
Cited benchmark scores88
Reliability

Provider status

All providers
More matchups

Amazon Nova Pro vs …

More matchups

GPT-5.6 Luna vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run Amazon Nova Pro and GPT-5.6 Luna on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.