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Amazon Nova PremiervsStep 3.7 Flash

Step 3.7 Flash leads 1 of 1 shared benchmark. Amazon Nova Premier 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
Step 3.7 Flash leads
Cheaper per token
list price, input + output
Larger context
Amazon Nova Premier
1M tokens
Provider uptime (30d)
— · —
Amazon · StepFun
Amazon Nova Premier
Amazon · released 2025-04-30
textvision
Context
1M
Max out
10K
Input /1M
Output /1M
Cached /1M
Scores
6 · 2 core
Step 3.7 Flash
StepFun · released 2026-05-29
textvision
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
19 · 6 core
Quality

Benchmark matrix

BenchmarkAmazon Nova PremierStep 3.7 FlashΔEdge
Reported by both · 1
SWE-bench Verified42.4% 76.5% -34.1 ptStep 3.7 Flash
Only Amazon Nova Premier reports · 5
MMLU87.4% not reported
BFCL63.7% not reported
CharXiv84.6% not reported
MATH-50082% not reported
SimpleQA with RAG86.3% not reported
Only Step 3.7 Flash reports · 18
AIME 2026not reported95% matharena
AA-LCRnot reported63.9%
BrowseCompnot reported75.8%
ClawEval v1.1not reported67.1%
DeepSearchQA Accuracynot reported81.7%
DeepSearchQA F1not reported92.8%
GDPval-Stirrupnot reported1415.8
GDPval-Stirrup Intelligence Indexnot reported45.8
HLE (with tools, text-only)not reported49.7%
HLE (with tools)not reported47.2%
ResearchRubricsnot reported71.7%
SimpleVQA (with tools)not reported79.2%
SWE-bench Multilingualnot reported72.4%
SWE-bench Pronot reported56.3%
Terminal-Bench 2.1not reported59.6%
Toolathlonnot reported49.5%
V* (with Python)not reported95.3%
WorldVQA (with visual search)not reported58.1%
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 Premier minus Step 3.7 Flash 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 PremierStep 3.7 FlashEdge
Context window1M tokens256K tokensAmazon Nova Premier
Max output10K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
Modalitiestext · visiontext · visionTie
Released2025-04-302026-05-29
Cited benchmark scores619
Reliability

Provider status

All providers
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Public benchmarks are a starting point. Run Amazon Nova Premier and Step 3.7 Flash on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.