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Claude Sonnet 4.5vsStep 3.7 Flash

Claude Sonnet 4.5 leads 1 of 1 shared benchmark. Step 3.7 Flash has the larger context window (256K tokens).

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

Shared benchmarks
1 – 0
Claude Sonnet 4.5 leads
Cheaper per token
list price, input + output
Larger context
Step 3.7 Flash
256K tokens
Provider uptime (30d)
100% · —
Anthropic · StepFun
Claude Sonnet 4.5
Anthropic · released 2025-09-29
textvision
Context
200K
Max out
64K
Input /1M
$3
Output /1M
$15
Cached /1M
$0.3
Scores
21 · 10 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

BenchmarkClaude Sonnet 4.5Step 3.7 FlashΔEdge
Reported by both · 1
SWE-bench Verified77.2% 76.5% +0.7 ptClaude Sonnet 4.5
Only Claude Sonnet 4.5 reports · 19
GPQA Diamond83.4% not reported
AIME 202584.2% matharenanot reported
Humanity's Last Exam (no tools)17.7% not reported
ARC-AGI-2 (Verified)13.6% not reported
FrontierMath Tier 4 v2 (Epoch AI run)2.4% epochnot reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)23.9% epochnot reported
GDPval-AA1276 not reported
Humanity's Last Exam (with tools)33.6% not reported
MCP Atlas43.8% not reported
MMMLU89.5% not reported
MMMU-Pro (no tools)63.4% not reported
MMMU-Pro (with tools)68.9% not reported
OSWorld-Verified61.4% not reported
OTIS Mock AIME 2024-2025 (Epoch AI run)77.8% epochnot reported
SimpleQA Verified30.7% epochnot reported
SWE-bench Verified (Epoch AI run)71.3% epochnot reported
Tau2-bench Retail86.2% not reported
Tau2-bench Telecom98% not reported
Terminal-Bench 2.051% 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 Claude Sonnet 4.5 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

SpecClaude Sonnet 4.5Step 3.7 FlashEdge
Context window200K tokens256K tokensStep 3.7 Flash
Max output64K tokens
Input price / 1M$3
Output price / 1M$15
Cached input / 1M$0.3
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$18
Modalitiestext · visiontext · visionTie
Released2025-09-292026-05-29
Cited benchmark scores2119
Reliability

Provider status

All providers
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