ModelsCompareBest forBenchmarksStatusPricingAPI
Compare / head-to-head

Claude 3.5 SonnetvsStep 3.5 Flash

Step 3.5 Flash leads 2 of 2 shared benchmarks. Step 3.5 Flash has the larger context window (256K tokens).

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

Shared benchmarks
0 – 2
Step 3.5 Flash leads
Cheaper per token
list price, input + output
Larger context
Step 3.5 Flash
256K tokens
Provider uptime (30d)
100% · —
Anthropic · StepFun
Claude 3.5 Sonnet
Anthropic · released 2024-10-22
textvision
Context
200K
Max out
8K
Input /1M
$3
Output /1M
$15
Cached /1M
$0.3
Scores
4 · 4 core
Step 3.5 Flash
StepFun · released 2026-02-12
text
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
18 · 5 core
Quality

Benchmark matrix

BenchmarkClaude 3.5 SonnetStep 3.5 FlashΔEdge
Reported by both · 2
SWE-bench Verified49% 74.4% -25.4 ptStep 3.5 Flash
AIME 20253.3% matharena97.3% -94 ptStep 3.5 Flash
Only Claude 3.5 Sonnet reports · 2
GPQA Diamond55.3% epochnot reported
OTIS Mock AIME 2024-2025 (Epoch AI run)8.5% epochnot reported
Only Step 3.5 Flash reports · 15
AIME 2026not reported96.7% matharena
LMArena Elonot reported1403.7
BrowseCompnot reported51.6%
BrowseComp (with context manager)not reported69%
BrowseComp-ZHnot reported66.9%
BrowseComp-ZH (with context manager)not reported73.7%
GAIA (no file)not reported84.5%
HMMT 2025 (Feb/Nov average)not reported96.2%
IMOAnswerBenchnot reported85.4%
LiveCodeBench v6not reported86.4%
ResearchRubricsnot reported65.3%
Tau2-Benchnot reported88.2%
Terminal-Bench 2.0not reported51%
xbench-DeepSearch 2025.05not reported83.7%
xbench-DeepSearch 2025.10not reported56.3%
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 3.5 Sonnet minus Step 3.5 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 3.5 SonnetStep 3.5 FlashEdge
Context window200K tokens256K tokensStep 3.5 Flash
Max output8K 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 · visiontextClaude 3.5 Sonnet
Released2024-10-222026-02-12
Cited benchmark scores418
Reliability

Provider status

All providers
More matchups

Claude 3.5 Sonnet vs …

More matchups

Step 3.5 Flash vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run Claude 3.5 Sonnet and Step 3.5 Flash on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.