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DeepSeek-V3.2-Exp vs GPT-5 Medium

DeepSeek-V3.2-Exp and GPT-5 Medium are closely matched at 28.2 and 29.6 on the LLM Stats Score. DeepSeek-V3.2-Exp is 11.3x cheaper per token.

DeepSeek · OpenAI · Updated for 2026

Which is better?

DeepSeek-V3.2-Exp and GPT-5 Medium are closely matched on the overall LLM Stats Score at 28.2 and 29.6.

The models split the 2 individual benchmarks reported for both models evenly.

On price, DeepSeek-V3.2-Exp is roughly 11.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5 Medium also accepts a larger context window (400,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose DeepSeek-V3.2-Exp

  • cost matters — it's about 11.3x cheaper per token
  • you want the most recent training data — it shipped Sep 2025
  • you need open weights you can self-host or fine-tune

Choose GPT-5 Medium

  • you process long inputs — it offers a 400,000 token context window

At a glance

The differences that matter most.

Core performance indexes
28.2
#134
29.6
#126
28.1
#130
28.5
#127
Cost, coverage & limits
Benchmark wins
1 of 2
1 of 2
Input price
$0.27 / M
$1.25 / M
Output price
$0.41 / M
$10.00 / M
Context window
163,840
400,000

Individual benchmarks

14 reported for DeepSeek-V3.2-Exp · 2 for GPT-5 Medium

2 shared

DeepSeek-V3.2-Exp outperforms in 1 benchmarks (AIME 2025), while GPT-5 Medium is better at 1 benchmark (GPQA).

Both models are evenly matched across the benchmarks.

Sun Sep 20 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

DeepSeek-V3.2-Exp costs less

For input processing, DeepSeek-V3.2-Exp ($0.27/1M tokens) is 4.6x cheaper than GPT-5 Medium ($1.25/1M tokens).

For output processing, DeepSeek-V3.2-Exp ($0.41/1M tokens) is 24.4x cheaper than GPT-5 Medium ($10.00/1M tokens).

In conclusion, GPT-5 Medium is more expensive than DeepSeek-V3.2-Exp.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Sun Sep 20 2026 • llm-stats.com
DeepSeek
DeepSeek-V3.2-Exp
Input tokens$0.27
Output tokens$0.41
Best providerNovita
OpenAI
GPT-5 Medium
Input tokens$1.25
Output tokens$10.00
Best providerOpenAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-5 Medium accepts 400,000 input tokens compared to DeepSeek-V3.2-Exp's 163,840 tokens. GPT-5 Medium can generate longer responses up to 128,000 tokens, while DeepSeek-V3.2-Exp is limited to 65,536 tokens.

DeepSeek
DeepSeek-V3.2-Exp
Input163,840 tokens
Output65,536 tokens
OpenAI
GPT-5 Medium
Input400,000 tokens
Output128,000 tokens
Sun Sep 20 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GPT-5 Medium supports multimodal inputs, whereas DeepSeek-V3.2-Exp does not.

GPT-5 Medium can handle both text and other forms of data like images, making it suitable for multimodal applications.

DeepSeek-V3.2-Exp

Text
Images
Audio
Video

GPT-5 Medium

Text
Images
Audio
Video

License

Usage and distribution terms

DeepSeek-V3.2-Exp is licensed under MIT, while GPT-5 Medium uses a proprietary license.

License differences may affect how you can use these models in commercial or open-source projects.

DeepSeek-V3.2-Exp

MIT

Open weights

GPT-5 Medium

Proprietary

Closed source

Release Timeline

When each model was launched

DeepSeek-V3.2-Exp was released on 2025-09-29, while GPT-5 Medium was released on 2025-08-07.

DeepSeek-V3.2-Exp is 2 months newer than GPT-5 Medium.

DeepSeek-V3.2-Exp

Sep 29, 2025

11 months ago

1mo newer
GPT-5 Medium

Aug 7, 2025

1.1 years ago

Knowledge Cutoff

When training data ends

GPT-5 Medium has a documented knowledge cutoff of 2024-09-30, while DeepSeek-V3.2-Exp's cutoff date is not specified.

We can confirm GPT-5 Medium's training data extends to 2024-09-30, but cannot make a direct comparison without DeepSeek-V3.2-Exp's cutoff date.

DeepSeek-V3.2-Exp

GPT-5 Medium

Sep 2024

Provider Availability

DeepSeek-V3.2-Exp is available from Novita. GPT-5 Medium is available from OpenAI.

DeepSeek-V3.2-Exp

novita logo
Novita
Input Price:Input: $0.27/1MOutput Price:Output: $0.41/1M

GPT-5 Medium

openai logo
OpenAI
Input Price:Input: $1.25/1MOutput Price:Output: $10.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against DeepSeek-V3.2-Exp and GPT-5 Medium side-by-side, then vote on the output you prefer.

DeepSeek-V3.2-Exp
✓ Preferred
GPT-5 Medium
Open in Playground

FAQ

Common questions about DeepSeek-V3.2-Exp vs GPT-5 Medium.

Which is better, DeepSeek-V3.2-Exp or GPT-5 Medium?

DeepSeek-V3.2-Exp and GPT-5 Medium are closely matched on the LLM Stats Score at 28.2 and 29.6. DeepSeek-V3.2-Exp is made by DeepSeek and GPT-5 Medium is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does DeepSeek-V3.2-Exp compare to GPT-5 Medium in benchmarks?

DeepSeek-V3.2-Exp scores SimpleQA: 97.1%, AIME 2025: 89.3%, MMLU-Pro: 85.0%, HMMT 2025: 83.6%, GPQA: 79.9%. GPT-5 Medium scores AIME 2025: 88.9%, GPQA: 88.1%.

Is DeepSeek-V3.2-Exp cheaper than GPT-5 Medium?

DeepSeek-V3.2-Exp is 4.6x cheaper for input tokens. DeepSeek-V3.2-Exp costs $0.27/M input and $0.41/M output via novita. GPT-5 Medium costs $1.25/M input and $10.00/M output via openai.

What are the context window sizes for DeepSeek-V3.2-Exp and GPT-5 Medium?

DeepSeek-V3.2-Exp supports 164K tokens and GPT-5 Medium supports 400K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between DeepSeek-V3.2-Exp and GPT-5 Medium?

Key differences include LLM Stats Score (28.2 vs 29.6), context window (164K vs 400K), input pricing ($0.27 vs $1.25/M), multimodal support (no vs yes), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes DeepSeek-V3.2-Exp and GPT-5 Medium?

DeepSeek-V3.2-Exp is developed by DeepSeek and GPT-5 Medium is developed by OpenAI.