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DeepSeek V4 ProvsQwen3.5 397B-A17B

DeepSeek V4 Pro leads 5 of 5 shared benchmarks. Qwen3.5 397B-A17B is 1.1x cheaper per token. DeepSeek V4 Pro has the larger context window (1M tokens).

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

Shared benchmarks
5 – 0
DeepSeek V4 Pro leads
Cheaper per token
Qwen3.5 397B-A17B
1.1x cheaper, input + output
Larger context
DeepSeek V4 Pro
1M tokens
Provider uptime (30d)
100% · —
DeepSeek · Qwen
DeepSeek V4 Pro
DeepSeek · released 2026-08-13
text
Context
1M
Max out
384K
Input /1M
$0.435
Output /1M
$0.87
Cached /1M
$0.004
Scores
11 · 9 core
Qwen3.5 397B-A17B
Qwen · released 2026-02-15
textvision
Context
262K
Max out
Input /1M
$0.172
Output /1M
$1.03
Cached /1M
Scores
8 · 7 core
Quality

Benchmark matrix

BenchmarkDeepSeek V4 ProQwen3.5 397B-A17BΔEdge
Reported by both · 5
GPQA Diamond90.9% epoch88.4% +2.5 ptDeepSeek V4 Pro
AIME 202696.7% matharena94.2% matharena+2.5 ptDeepSeek V4 Pro
LMArena Elo1450.6 1438.3 +12.3DeepSeek V4 Pro
FrontierMath Tiers 1-3 v2 (Epoch AI run)45.3% epoch29.5% epoch+15.8 ptDeepSeek V4 Pro
OTIS Mock AIME 2024-2025 (Epoch AI run)96.7% epoch88.9% epoch+7.8 ptDeepSeek V4 Pro
Only DeepSeek V4 Pro reports · 6
DeepSWE v1.162.7% not reported
FrontierMath Tier 4 v2 (Epoch AI run)2.4% epochnot reported
Humanity's Last Exam (with tools)60% not reported
SimpleQA Verified47% epochnot reported
SWE-bench Verified (Epoch AI run)77.6% epochnot reported
Terminal-Bench 2.187.9% not reported
Only Qwen3.5 397B-A17B reports · 2
SWE-bench Verifiednot reported76.4%
MMLU-Pronot reported87.8%
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 V4 Pro minus Qwen3.5 397B-A17B 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 V4 ProQwen3.5 397B-A17BEdge
Context window1M tokens262K tokensDeepSeek V4 Pro
Max output384K tokens
Input price / 1M$0.435 $0.172 Qwen3.5 397B-A17B
Output price / 1M$0.87 $1.03 DeepSeek V4 Pro
Cached input / 1M$0.004
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$1.31$1.2Qwen3.5 397B-A17B
Modalitiestexttext · visionQwen3.5 397B-A17B
Released2026-08-132026-02-15
Cited benchmark scores118
Reliability

Provider status

All providers
More matchups

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Which one wins on your data?

Public benchmarks are a starting point. Run DeepSeek V4 Pro and Qwen3.5 397B-A17B on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.