Compare · ModelsLive · 2 picked · head to head

DeepSeek V3.2 vs DeepSeek V4.1 Flash 1017

Side by side · benchmarks, pricing, and signals you can act on.

Winner summary

DeepSeek V4.1 Flash 1017 wins 7 of 7 shared benchmarks. Leads in agentic · reasoning · knowledge.

Category leads
agentic·DeepSeek V4.1 Flash 1017reasoning·DeepSeek V4.1 Flash 1017knowledge·DeepSeek V4.1 Flash 1017math·DeepSeek V4.1 Flash 1017
Hype vs Reality
DeepSeek V3.2
#146 by perf·no signal
QUIET
DeepSeek V4.1 Flash 1017
#41 by perf·#4 by attention
DESERVED
Best value
1.7x better value than DeepSeek V3.2
DeepSeek V3.2
150.9 pts/$
$0.32/M
DeepSeek V4.1 Flash 1017
254.9 pts/$
$0.25/M
Vendor risk
One or more vendors flagged
DeepSeek logo
DeepSeek
$3.4B·Tier 1
Higher risk
DeepSeek logo
DeepSeek
$3.4B·Tier 1
Higher risk
Head to head
DeepSeek V3.2DeepSeek V4.1 Flash 1017
APEX-Agents
DeepSeek V4.1 Flash 1017 leads by +48.5
APEX-Agents · evaluates AI agents on complex, multi-step tasks requiring planning, tool use, and autonomous decision-making in realistic environments.
DeepSeek V3.2
21.3
DeepSeek V4.1 Flash 1017
69.8
ARC-AGI
DeepSeek V4.1 Flash 1017 leads by +37.5
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
DeepSeek V3.2
57.0
DeepSeek V4.1 Flash 1017
94.5
ARC-AGI-2
DeepSeek V4.1 Flash 1017 leads by +74.0
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
DeepSeek V3.2
4.0
DeepSeek V4.1 Flash 1017
78.1
Chess Puzzles
DeepSeek V4.1 Flash 1017 leads by +33.7
Chess Puzzles · tests strategic and tactical reasoning by having models solve chess puzzle positions, evaluating lookahead and pattern recognition abilities.
DeepSeek V3.2
9.5
DeepSeek V4.1 Flash 1017
43.2
GPQA diamond
DeepSeek V4.1 Flash 1017 leads by +13.6
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
DeepSeek V3.2
81.1
DeepSeek V4.1 Flash 1017
94.7
OTIS Mock AIME 2024-2025
DeepSeek V4.1 Flash 1017 leads by +11.6
OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
DeepSeek V3.2
87.8
DeepSeek V4.1 Flash 1017
99.4
SimpleQA Verified
DeepSeek V4.1 Flash 1017 leads by +15.0
SimpleQA Verified · short factual questions with verified answers, measuring factual accuracy and the tendency to hallucinate or provide incorrect information.
DeepSeek V3.2
27.5
DeepSeek V4.1 Flash 1017
42.5
Full benchmark table
BenchmarkDeepSeek V3.2DeepSeek V4.1 Flash 1017
APEX-Agents
APEX-Agents · evaluates AI agents on complex, multi-step tasks requiring planning, tool use, and autonomous decision-making in realistic environments.
21.369.8
ARC-AGI
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
57.094.5
ARC-AGI-2
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
4.078.1
Chess Puzzles
Chess Puzzles · tests strategic and tactical reasoning by having models solve chess puzzle positions, evaluating lookahead and pattern recognition abilities.
9.543.2
GPQA diamond
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
81.194.7
OTIS Mock AIME 2024-2025
OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
87.899.4
SimpleQA Verified
SimpleQA Verified · short factual questions with verified answers, measuring factual accuracy and the tendency to hallucinate or provide incorrect information.
27.542.5
Pricing · per 1M tokens · projected $/mo at 10M tokens
ModelInputOutputContextProjected $/mo
DeepSeek logoDeepSeek V3.2$0.26$0.38164K tokens (~82 books)$2.90
DeepSeek logoDeepSeek V4.1 Flash 1017$0.01$0.501.0M tokens (~524 books)$1.29