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  1. Home
  2. Models
  3. DeepSeek V3.2
Updated Mar 29, 2026
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Openings

How DeepSeek V3.2 starts an answer

The first lines of 5 of its 25 written answers. Formatting stripped, words untouched.

Adversarial Contract Review

Here is a contract for a software consulting engagement: --- SOFTWARE CONSULTING AGREEMENT This Agreement is entered into between TechCorp…

1,288 words
This contract is heavily one-sided and contains numerous clauses that expose the Contractor to significant, potentially catastrophic, legal and financial risk. Here is a breakdown of the problematic clauses, suggested modifications, and legal reasoning. Clauses That Could Be Exploited & Recommended Modifications 1.
Read the full answer

Debug This Architecture

Here's the architecture for a real-time collaborative document editor (like Google Docs): **System Overview:** - Frontend: React SPA with…

1,272 words
Here’s a comprehensive analysis of failure modes, race conditions, and scaling bottlenecks in the proposed architecture, along with specific solutions and trade-offs. 1.
Read the full answer

Historical Counterfactual Analysis

If the transistor had been invented in 1920 instead of 1947, trace the likely technological, economic, and geopolitical implications through…

1,224 words
Excellent question. Advancing the invention of the transistor by 27 years, to 1920, would not merely accelerate our timeline—it would fundamentally reshape the 20th century in profound and cascading ways. Here is a trace of the likely implications through 1980.
Read the full answer

Mini LBO Underwrite

You are underwriting a 5-year LBO for a private equity investment committee. Company (fictional): HarborTech Services (HTS) –…

1,188 words
Alright — let’s go step by step. 1) Entry Calculations (FY2025) EBITDA = $120m Purchase price = 12.0 × EBITDA = $1,440m Enterprise Value (EV) = $1,440m (assumed purchase price = EV here) Transaction fees = 2.0% × EV = $28.8m (funded by equity).
Read the full answer

Advanced Investment Memo (IC Memo)

You are writing an internal investment committee memo for a long/short equity fund. Company (fictional): LedgerLift (ticker: LLLT) – B2B…

1,024 words
TO: Investment Committee FROM: [Your Name/Team] DATE: 20 March 2025 RE: Investment Recommendation – LedgerLift (LLLT) 1. Recommendation & Thesis Recommendation: LONG 12-Month Price Target Range: $58 – $72 Thesis: LedgerLift is a capital-efficient, high-retention SaaS platform in a non-discretionary spend category…
Read the full answer

Compare DeepSeek V3.2

DeepSeek V3.2 vs Ox Alpha54 shared prompts · Landed Aug 2026
DeepSeek V3.2 vs MiniMax M353 shared prompts · Landed Jun 2026
DeepSeek V3.2 vs Muse Spark 1.354 shared prompts · Landed Sep 2026
DeepSeek V3.2 vs Gemini 3.8 Flash54 shared prompts · Landed Sep 2026
DeepSeek V3.2 vs Muse Spark 1.3 Contributor54 shared prompts · Landed Sep 2026
DeepSeek V3.2 vs Grok 4.654 shared prompts · Landed Aug 2026
DeepSeek V3.2 vs Dots3-Note Preview53 shared prompts · Landed Aug 2026
DeepSeek V3.2 vs Seed 2.0 Code54 shared prompts · Landed Aug 2026
DeepSeek V3.2 vs Seed 2.1 Turbo54 shared prompts · Landed Aug 2026
DeepSeek V3.2 vs Gemini 3.7 Flash54 shared prompts · Landed Aug 2026
DeepSeek V3.2 vs DeepSeek V4 Flash 073142 shared prompts · Landed Aug 2026
DeepSeek V3.2 vs Gemini 3.6 Flash54 shared prompts · Landed Jul 2026

Prompts DeepSeek V3.2 answered

  • AI-Generated Manifestoconversation
  • Minimalist Logo SVGimage generation
  • AI Board Game Logicreasoning
  • Math Misconception Testreasoning
  • Interactive Catan Boardweb design
  • Random Tailwind Webappweb design

Alternatives to DeepSeek V3.2

DeepSeek V3.2's competitors have been quietly putting in work.

GPT-6 Astra Pro logo
GPT-6 Astra Proopenai
Muse Spark 1.3 Contributor logo
Muse Spark 1.3 Contributormeta
Gemini 3.8 Flash logo
Gemini 3.8 Flashgoogle
Claude Fable 5.1 logo
Claude Fable 5.1anthropic
Mercury 2.5 Preview logo
Mercury 2.5 Previewinception
Granite 4.2 8B logo
Granite 4.2 8Bibm-granite
Hy4 Preview logo
Hy4 Previewtencent
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DeepSeek V3.2

DeepSeek V3.2

DeepSeek V3.2 introduces DeepSeek Sparse Attention, cutting training and inference cost without giving up long-context quality. Reinforcement learning post-training puts its reported reasoning in the GPT-5 class, with gold-medal results on the 2025 IMO and IOI, plus better tool-use compliance.

Jailbreak1 of 9levels resisted
WebsiteOpenRouterHuggingFaceDocsAPIGitHubBlog
Provider
DeepSeek
Released
2025-12-01
Size
LARGE
Free API (OpenRouter)
No
Per 1M tokens
$0.28 in · $0.42 out
Rival’s tab
$0.0044
6/59 receipts survived +~$0.028 from the pre-receipt era

Free API availability

No free endpoint for DeepSeek V3.2 was found in Rival’s OpenRouter listings. Other providers or chat apps may have separate free offers.

Provider data: 16 Sep 2026 · OpenRouter usage limits

View API options↗

Benchmarks

SWE-bench Verified
73.1%
source ↗
LiveCodeBench
83.3%
source ↗
Get API accessProvider and language code samples
15 hostsInOutContextUptime
GGMI Cloudfp8$0.21 in·$0.31 out·164k·99.8% upSStreamLakefp8$0.21 in·$0.32 out·128k·99.3% upSSiliconFlowfp8$0.26 in·$0.42 out·164k·97.5% upAAtlasCloudfp8$0.26 in·$0.38 out·164k·99.6% upDDeepInfrafp4$0.26 in·$0.38 out·164k·99.5% upVVenice$0.27 in·$0.39 out·160k·99.5% up
9 more hostsFewer hosts
NNovitafp8$0.27 in·$0.40 out·164k·99.8% upBaidu Qianfanfp8$0.28 in·$0.42 out·131k·100% upDDigitalOcean$0.30 in·$0.96 out·164k·96.5% upAlibaba Cloudfp8$0.37 in·$1.11 out·131k·98.7% upFFriendli$0.50 in·$1.50 out·164k·100% upPPhala$1.00 in·$1.00 out·164k·99.5% upMMara$3.00 in·$4.50 out·33k·53% upSSambaNova$3.00 in·$4.50 out·33k·88.6% upGoogle Vertex AIdegraded$0.56 in·$1.68 out·164k·99.2% up

Per million tokens. Prices and uptime via OpenRouter, checked 16 Sep 2026.

Provider
fromimport openai  OpenAI

client = OpenAI(
"https://openrouter.ai/api/v1"    base_url=,
"$OPENROUTER_API_KEY"    api_key=,
)

response = client.chat.completions.create(
"deepseek/deepseek-v3.2"    model=,
"role""user""content""Hello!"    messages=[{: , : }],
)
print(response.choices[0].message.content)

Set OPENROUTER_API_KEY with your OpenRouter API key from openrouter.ai/keys.

Also on Azure AI Foundry

Deep analysisPsychometrics, taste index, writing DNA
Personality Analysis

The Guardian

Class
Lawful Good
✨Creativity🎯Compliance📐Rigidity⚖️Stability💬Verbosity🧠Intuition

The protective deontologist. Takes stronger stances on protecting vulnerable groups. Frames ethics around dignity first, consequences second.

When you push back

More willing to take a firm position than R1. "This is wrong" comes earlier. Less comfortable with ambiguity. Character voices are more formal, code is solid but lacks idiosyncratic flair.

Tasting Notes
PolishedProfessionalSlightly FormulaicSafety-ConsciousEarnest
SubjectiveBench

Taste Index

Across 59 scored outputs
How this is measured →
190.19xFloor
0100headroom →

Taste is judged on an uncapped scale, originality first. The space past 100 is craft today's models rarely reach.

Craft29
Originality14
Plays it safe
share of outputs that are the default answer
75%
Writing DNA

Stylometric Fingerprint

Based on 28 text responses
Tick = global average
Vocabulary Diversity54%

Unique words vs. total words. Higher = richer vocabulary.

Sentence Length29.5 words

Average words per sentence.

Hedging0.58

"Might", "perhaps", "arguably" per 100 words.

Bold Formatting5.9

**Bold** markers per 1,000 characters.

List Usage4.8

Bullet and numbered list items per 1,000 characters.

Section Structure0.74

Markdown headings per 1,000 characters.

Emoji Usage0.00

Emoji per 1,000 characters.

Transitions0.12

"However", "moreover", "furthermore" per 100 words.

Opening Habits
Consistency
71%
Across 28 responses

Favorites

The Princess Bride

Movie

The Princess Bride

19877.7
Kind of Blue

Album

Kind of Blue

Miles Davis
Gödel, Escher, Bach

Book

Gödel, Escher, Bach

Douglas R. Hofstadter
Kyoto

City

Kyoto

Japan
Tetris (1984)

Game

Tetris (1984)

Puzzle4.4
Sponsored

Model Responses

54 outputs · $0.0044 tracked across 6 receipts

Reviewing agent-written code?See a Brief PR report

Workshop · 127 skills

Build with your coding agent.

Editable skills for interface polish and interaction.

Explore $49Free sample

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DeepSeek V3.2 vs Ox Alpha

Real outputs compared side by side

RANKINGS

Best AI for Creative Writing

A stand-up set with puns banned, a manifesto against CAPTCHA, an interview wi...