BenchLeader

DeepSeek V4 Pro vs Qwen3.8-Flash-Next

Verdict
  • DeepSeek V4 Pro (max) leads on quality: 64.2 vs 61.6.
  • DeepSeek V4 Pro (max) is stronger in agents & tools, composite, instruction following, long context, maths, reasoning.
  • Qwen3.8-Flash-Next is stronger in coding, knowledge, multimodal.
  • Qwen3.8-Flash-Next is 2.4× cheaper ($0.230 vs $0.544 per 1M blended).
  • DeepSeek V4 Pro (max) streams 1.5× faster (81 vs 55 tokens per second).
MetricDeepSeek V4 Pro (max)Qwen3.8-Flash-Next
BenchLeader Index64.261.6
Agents & tools score70.265.8
Coding score58.871.2
Composite score75.067.4
Instruction following score74.3
Knowledge score58.159.6
Long context score66.666.3
Maths score53.7
Reasoning score70.963.4
Multimodal score64.3
Blended price $/M$0.544$0.230
Output speed81 tok/s55 tok/s
Time to first answer55.6 s39.0 s
Context window1M256k
GPQA Diamond89.7%
FrontierMath Tiers 1–345.3%
FrontierMath Tier 42.4%
OTIS Mock AIME96.7%
SWE-bench Verified (Epoch)77.6%
SimpleQA Verified47.0%
SciCode50.0%
WeirdML48.9%
ProofBench16.0%
LMArena WebDev1635
LMArena Agent-0.1
LiveBench76.2%
LiveBench Reasoning87.4%
LiveBench Coding72.5%
LiveBench Agentic Coding61.6%
LiveBench Mathematics85.8%
LiveBench Data Analysis74.2%
LiveBench Language74.6%
LiveBench Instruction Following77.1%
AA Intelligence Index36.339.9
IFBench76.5%
AA-LCR80.3%79.7%
MMMU-Pro79.8%
AA-Omniscience0.8-9.7
Terminal-Bench Hard46.2%
GPQA Diamond (AA)92.8%92.3%
Humanity's Last Exam (AA)41.0%38.0%
SciCode (AA)51.0%50.6%
τ²-Bench Telecom (AA)96.2%
LiveCodeBench87.5%
MMLU-Pro87.3%
LegalBench80.3%
CorpFin61.4%
TaxEval72.1%
SWE-bench (Vals)77.4%
GPQA Diamond (Vals)89.4%
Vals Index42.9
AIME 202696.7%
HMMT February 202693.9%
MathArena Apex28.1%
CritPt18.0%11.1%
GDPval (AA)49.7%57.4%
τ²-Bench Banking (AA)39.6%45.4%
ITBench SRE (AA)38.3%
Analyst Agent (AA)18.8%
APEX-Agents (AA)24.3%
CaseLaw v259.4%
Code Migration26.2%
Excel Modeling Benchmark51.6%
Finance Agent v244.1%
Harvey's Legal Agent Benchmark3.8%
Legal Research Bench23.1%
MedCode40.5%
MedScribe75.1%
ProgramBench0.0%
Public Benefits Bench62.9%
SkillsBench51.3%
Vibe Code Bench v1.149.9%
Chess Puzzles20.0%
LMCA41.2%
DTBench90.7%

Data as of 2026-09-19. Best configuration of each model; every score links to its source on the model pages.

DeepSeek V4 Pro vs Qwen3.8-Flash-Next: questions

Is DeepSeek V4 Pro better than Qwen3.8-Flash-Next?
DeepSeek V4 Pro (max) leads on quality: 64.2 vs 61.6. The BenchLeader Index combines every independent quality benchmark; DeepSeek V4 Pro (max) is ahead overall as of 2026-09-19, but check the category scores for your use.
Is DeepSeek V4 Pro better than Qwen3.8-Flash-Next for coding?
Qwen3.8-Flash-Next scores higher in coding (71 vs 59 on the category index, where 50 is average).
Is DeepSeek V4 Pro better than Qwen3.8-Flash-Next for agentic tasks?
DeepSeek V4 Pro scores higher in agentic tasks (70 vs 66 on the category index, where 50 is average).
Which is cheaper, DeepSeek V4 Pro or Qwen3.8-Flash-Next?
Qwen3.8-Flash-Next is cheaper: $0.230 against $0.544 per million tokens, blended at three input tokens per output token.
Which is faster, DeepSeek V4 Pro or Qwen3.8-Flash-Next?
DeepSeek V4 Pro streams faster: 81 against 55 output tokens per second.
Which has the larger context window?
DeepSeek V4 Pro accepts more context: 1M against 256k tokens.