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Compare / head-to-head

DeepSeek V3.2vsStep 3.5 Flash

Step 3.5 Flash leads 3 of 4 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
1 – 3
Step 3.5 Flash leads
Cheaper per token
list price, input + output
Larger context
Step 3.5 Flash
256K tokens
Provider uptime (30d)
100% · —
DeepSeek · StepFun
DeepSeek V3.2
DeepSeek · released 2025-12-01
text
Context
131K
Max out
66K
Input /1M
Output /1M
Cached /1M
Scores
8 · 7 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

BenchmarkDeepSeek V3.2Step 3.5 FlashΔEdge
Reported by both · 4
SWE-bench Verified73.1% 74.4% -1.3 ptStep 3.5 Flash
AIME 202593.1% 97.3% -4.2 ptStep 3.5 Flash
AIME 202694.2% matharena96.7% matharena-2.5 ptStep 3.5 Flash
LMArena Elo1424.8 1403.7 +21.1DeepSeek V3.2
Only DeepSeek V3.2 reports · 3
GPQA Diamond82.4% not reported
MMLU-Pro85% not reported
Humanity's Last Exam (no tools)25.1% not reported
Only Step 3.5 Flash reports · 13
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 DeepSeek V3.2 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

SpecDeepSeek V3.2Step 3.5 FlashEdge
Context window131K tokens256K tokensStep 3.5 Flash
Max output66K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
ModalitiestexttextTie
Released2025-12-012026-02-12
Cited benchmark scores818
Reliability

Provider status

All providers
More matchups

Step 3.5 Flash vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run DeepSeek V3.2 and Step 3.5 Flash on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.