DeepSeek · Released Sep 29, 2025

DeepSeek V3.2 Exp

DeepSeek-V3.2-Exp is an experimental large language model released by DeepSeek as an intermediate step between V3.1 and future architectures. It introduces DeepSeek Sparse Attention (DSA), a fine-grained sparse attention mechanism...

ReasoningOpen weights
  • Top 16%Aider Polyglot
  • Top 21%Fiction.LiveBench
Released
Sep 29 2025
Context window
164K 147K out
Input / 1M tokens
$0.27 from $0.22
Output / 1M tokens
$0.41 from $0.33

Where to run it

7 providers compared

Cheapest: ZenMux at $0.22 / $0.33 per 1M input / output tokens — 24% less than the priciest option.

ProviderInputOutputCache readContextMax outputUptimevs. best
ZenMux $0.22 $0.33 —163K64K— Cheapest
Meganova $0.26 $0.38 $0.13164K164K— +17%
SiliconFlowFP8 $0.27 $0.41 —164K147K100%24h +23%
Kilo Gateway $0.27 $0.41 —164K147K— +23%
NanoGPTno tool calling $0.28 $0.42 $0.14164K66K— +27%
Alibaba (China) $0.29 $0.43 —131K66K— +31%
Qiniu $0.29 $0.43 —128K32K— +32%

Value

Price vs. performance

2 models score higher for the same price or lesson Terminal-Bench, e.g. GPT-5.1-Codex-Mini.
3.4%30.5%57.6%84.7% $0.01$0.10$1.00$10.00$100.00 Qwen3.6 35B A3B (Qwen) — 24.6% · $0.10/1M in GPT-5.5 (OpenAI) — 84.7% · $5.00/1M in Claude Opus 4.7 (Anthropic) — 80.2% · $5.00/1M in Grok 4.20 (xAI) — 57.3% · $1.25/1M in MiniMax M2.7 (MiniMax) — 45.1% · $0.30/1M in Qwen3.5-9B (Qwen) — 9.2% · $0.08/1M in GPT-5.4 (OpenAI) — 81.8% · $2.50/1M in GPT-5.3-Codex (OpenAI) — 78.4% · $1.75/1M in Gemini 3.1 Pro Preview (Google) — 80.2% · $2.00/1M in Claude Sonnet 4.6 (Anthropic) — 53.4% · $3.00/1M in MiniMax M2.5 (MiniMax) — 42.7% · $0.27/1M in GLM 5 (Z.ai) — 52.4% · $1.00/1M in Claude Opus 4.6 (Anthropic) — 79.8% · $5.00/1M in Kimi K2.5 (Moonshot AI) — 43.2% · $0.50/1M in GPT-5.2-Codex (OpenAI) — 66.5% · $1.75/1M in MiniMax M2.1 (MiniMax) — 36.6% · $0.30/1M in GLM 4.7 (Z.ai) — 33.4% · $0.54/1M in Gemini 3 Flash Preview (Google) — 64.3% · $0.50/1M in GPT-5.2 (OpenAI) — 64.9% · $1.75/1M in GPT-5.1-Codex-Max (OpenAI) — 60.5% · $1.25/1M in Claude Opus 4.5 (Anthropic) — 63.1% · $5.00/1M in GPT-5.1 (OpenAI) — 47.6% · $1.25/1M in GPT-5.1-Codex (OpenAI) — 57.8% · $1.25/1M in GPT-5.1-Codex-Mini (OpenAI) — 61.6% · $0.25/1M in Kimi K2 Thinking (Moonshot AI) — 35.7% · $0.60/1M in MiniMax M2 (MiniMax) — 30.0% · $0.26/1M in Claude Haiku 4.5 (Anthropic) — 35.5% · $1.00/1M in GLM 4.6 (Z.ai) — 24.5% · $0.55/1M in Claude Sonnet 4.5 (Anthropic) — 46.5% · $3.00/1M in GPT-5 (OpenAI) — 49.6% · $1.25/1M in GPT-5 Mini (OpenAI) — 34.8% · $0.25/1M in GPT-5 Nano (OpenAI) — 21.8% · $0.05/1M in gpt-oss-120b (OpenAI) — 18.7% · $0.15/1M in gpt-oss-20b (OpenAI) — 3.4% · $0.018/1M in Claude Opus 4.1 (Anthropic) — 38.0% · $15.00/1M in Gemini 2.5 Flash (Google) — 17.1% · $0.30/1M in Gemini 2.5 Pro (Google) — 32.6% · $1.25/1M in Gemini 2.5 Pro Preview 06-05 (Google) — 32.6% · $1.25/1M in DeepSeek V3.2 (DeepSeek) — 39.6% · $0.28/1M in DeepSeek V3.2 Exp (DeepSeek) — 39.6% · $0.27/1M in DeepSeek V3.2 Exp

DeepSeek V3.2 Exp Other DeepSeek Other labs Value frontier · Terminal-Bench vs. input price per 1M tokens (log scale) · Drag to pan, pinch or Ctrl + scroll to zoom, double-click to zoom in.

Benchmarks

11 benchmark scores

BenchmarkScoreRankLeader
Terminal-BenchSoftware engineering · Tasks completed with the programs in a real terminal (best agent) 39.6% #23of 40 GPT-5.584.7%
SciCodeSoftware engineering · Research-coding problems from the natural sciences 38.9% #79of 102 Claude Opus 5.566.9%
Aider PolyglotSoftware engineering · Hard Exercism problems in many languages 74.2% #4of 26 GPT-588.0%
APEX-AgentsAgents & computer use · Long professional tasks in banking, consulting and law 21.3% #49of 51 Gemini 4 Argon82.4%
Vending-Bench 2Agents & computer use · Run a simulated vending business for a year (final balance) $1,034 #47of 61 GPT-6 Astra$15,515
Fiction.LiveBenchWriting & content · Understanding long creative writing (16k tokens) 83.3% #5of 24 GPT-597.2%
WebDev ArenaDesign & visual · People vote on which model builds the better website (Elo) 1367 #72of 90 Claude Opus 5.51820
ARC-AGI-2Reasoning & knowledge · Few-shot abstract reasoning on grid puzzles 4.0% #61of 75 GPT-6 Astra95.0%
ARC-AGI-1Reasoning & knowledge · Pattern induction from input–output examples 57.0% #55of 75 Gemini 4 Argon98.5%
CritPtReasoning & knowledge · Open-ended, research-level physics problems 2.9% #65of 111 GPT-5.6 Sol32.3%
LMCAReasoning & knowledge · Judge the quality of conceptual arguments like experts 29.1% #82of 123 Claude Sonnet 5.568.3%

Specs

Details

Model ID
deepseek/deepseek-v3.2-exp
Developer
DeepSeek
Release date
Sep 29, 2025 ·
Context window
163,840 tokens
Max output
147,456 tokens
API price
$0.27 / $0.41 per 1M input / output tokens
Providers
7
Input types
text
Reasoning
Yes
Tool calling
Yes
Open weights
Yes
Free tier
No

Release date and prices from OpenRouter's catalog; providers from OpenRouter and models.dev. Buying directly from a provider can cost a little differently. Speed, latency and uptime are measured on OpenRouter only; uptime is the share of OpenRouter requests each provider served over the last day. Benchmark scores are the best result per benchmark from Epoch AI, licensed CC BY 4.0. Rank counts every model tracked here with a score.