DeepSeek V3.2

by DeepSeek

DeepSeek-V3.2, released December 2025, is DeepSeek's first model to integrate thinking directly into tool-use, supporting tool calls in both thinking and non-thinking modes. The 671-billion-parameter sparse MoE activates 37 billion per token and uses DeepSeek Sparse Attention to cut long-context compute while preserving quality. DeepSeek positions it as a daily driver at GPT-5-level performance, with strong agentic results including 73.1% on SWE-bench Verified and 93.1% on AIME 2025. A higher-compute variant, V3.2-Speciale, pushes reasoning further and attained gold-level results at the 2025 IMO, CMO, ICPC World Finals, and IOI. Released open-weight under an MIT license with Hugging Face weights, V3.2 targets teams building reasoning-first agent architectures that need capable long-context tool-use without proprietary lock-in.

Key info

Input
Output
Features
Context window
164K
Max output
164K
Input price
$0.26 /1M
Output price
$0.38 /1M
  • US residency available
  • Zero data retention on pay-as-you-go
  • No training by default
  • GDPR DPA available

Available routes

DeepSeek V3.2 runs on 4 different routes through the Opper gateway. Compare residency, ZDR, and training posture at a glance β€” full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutput
DeepInfraUSEnterpriseNo$0.26$0.38
InfercomUSZero data retentionNo$3.24$4.86
NebiusUSEnterpriseNo$0.30$0.45
NovitaUSEnterpriseNo$0.27$0.40

Training posture across routes: No training on prompts by default.

Data handling per route

Each route hosting DeepSeek V3.2 has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.

DeepInfra β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. US; unknown.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Limited debug logs
Third-party access
None disclosed
GDPR DPA
No DPA
Transfer mechanism
unknown

Infercom β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is on by default on Pay-as-you-go β€” no action required. No training on customer data. US; dpf sccs; DPA available.

Zero data retention
On by default on Pay-as-you-go.
Training
No training on customer data.
Logging
Abuse monitoring (90-day retention)
Third-party access
Provider may share with subprocessors / partners
GDPR DPA
DPA available
Transfer mechanism
dpf sccs

Nebius β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. US; SCCs; DPA available.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Abuse monitoring
Third-party access
None disclosed
GDPR DPA
DPA available
Transfer mechanism
SCCs

Novita β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. US; SCCs; DPA available.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Abuse monitoring
Third-party access
None disclosed
GDPR DPA
DPA available
Transfer mechanism
SCCs

Benchmarks

Independent benchmark scores β€” composite indices for reasoning, coding, and math, plus individual eval scores where available.

Global rank#147 of 531 LLMs
TierEfficient
Output speed0 tok/s
First token0.00s
Intelligence Index24.7
Coding Index34.6
Math Index59.0
Reasoning & knowledge
MMLU-Pro
84%
GPQA Diamond
75%
Humanity's Last Exam
11%
Long-context reasoning
39%
Coding
LiveCodeBench
59%
SciCode
39%
Agentic & tool use
Terminal-Bench Hard
33%
τ²-Bench Telecom
79%
Math & instruction following
AIME 2025
59%
IFBench
49%

Get started

Call DeepSeek V3.2 through the Opper gateway with one API key. Let your coding agent set it up, or call it directly β€” Opper is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.

Set it up with your agent

Copy this and paste it into your coding agent β€” Claude Code, Cursor, Codex, and more β€” and it'll wire up Opper for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.OPPER_API_KEY,
baseURL: "https://api.opper.ai/v3/compat",
});
const completion = await client.chat.completions.create({
model: "deepinfra/deepseek-ai/DeepSeek-V3.2",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

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DeepSeek V3.2 by DeepSeek β€” pricing, benchmarks, ZDR | Opper AI