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DeepSeek-V4-Pro-Max vs GPT-6 Astra

GPT-6 Astra leads the LLM Stats Score 60.7 to 43.5. DeepSeek-V4-Pro-Max is 10.0x cheaper per token.

DeepSeek · OpenAI · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 60.7 to 43.5, ranking #1 overall.

In the 3 individual benchmarks reported for both models, GPT-6 Astra wins 3; this is a narrower head-to-head signal than the composite indexes.

On price, DeepSeek-V4-Pro-Max is roughly 10.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Astra also accepts a larger context window (1,050,000 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-V4-Pro-Max

  • cost matters — it's about 10.0x cheaper per token
  • you need open weights you can self-host or fine-tune

Choose GPT-6 Astra

  • overall performance matters — it scores 60.7 and ranks #1 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 3 of 3 exact shared results
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Core performance indexes
43.5
#37
60.7
#1
43.7
#37
58.7
#1
32.2
#36
49.0
#1
23.7
#51
46.4
#1
Cost, coverage & limits
Benchmark wins
0 of 3
3 of 3
Input price
$1.60 / M
$10.00 / M
Output price
$3.20 / M
$50.00 / M
Context window
1,048,576
1,050,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
DeepSeek-V4-Pro-Max
GPT-6 Astra
41.1#9
35.3#42
22.8#41
36.6#1
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

22 reported for DeepSeek-V4-Pro-Max · 22 for GPT-6 Astra

3 shared

DeepSeek-V4-Pro-Max outperforms in 0 benchmarks, while GPT-6 Astra is better at 3 benchmarks (BrowseComp, FrontierCode 1.1, GPQA).

GPT-6 Astra significantly outperforms across most benchmarks.

Sat Sep 05 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

DeepSeek-V4-Pro-Max costs less

For input processing, DeepSeek-V4-Pro-Max ($1.60/1M tokens) is 6.3x cheaper than GPT-6 Astra ($10.00/1M tokens).

For output processing, DeepSeek-V4-Pro-Max ($3.20/1M tokens) is 15.6x cheaper than GPT-6 Astra ($50.00/1M tokens).

In conclusion, GPT-6 Astra is more expensive than DeepSeek-V4-Pro-Max.*

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

Lowest available price from all providers
Sat Sep 05 2026 • llm-stats.com
DeepSeek
DeepSeek-V4-Pro-Max
Input tokens$1.60
Output tokens$3.20
Best providerNovita
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Astra accepts 1,050,000 input tokens compared to DeepSeek-V4-Pro-Max's 1,048,576 tokens. DeepSeek-V4-Pro-Max can generate longer responses up to 131,072 tokens, while GPT-6 Astra is limited to 128,000 tokens.

DeepSeek
DeepSeek-V4-Pro-Max
Input1,048,576 tokens
Output131,072 tokens
OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Sat Sep 05 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GPT-6 Astra supports multimodal inputs, whereas DeepSeek-V4-Pro-Max does not.

GPT-6 Astra can handle both text and other forms of data like images, making it suitable for multimodal applications.

DeepSeek-V4-Pro-Max

Text
Images
Audio
Video

GPT-6 Astra

Text
Images
Audio
Video

License

Usage and distribution terms

DeepSeek-V4-Pro-Max is licensed under MIT, while GPT-6 Astra uses a proprietary license.

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

DeepSeek-V4-Pro-Max

MIT

Open weights

GPT-6 Astra

Proprietary

Closed source

Release Timeline

When each model was launched

DeepSeek-V4-Pro-Max was released on 2026-04-23, while GPT-6 Astra was released on 2026-09-04.

GPT-6 Astra is 4 months newer than DeepSeek-V4-Pro-Max.

DeepSeek-V4-Pro-Max

Apr 23, 2026

4 months ago

GPT-6 Astra

Sep 4, 2026

1 days ago

4mo newer

Knowledge Cutoff

When training data ends

GPT-6 Astra has a documented knowledge cutoff of 2026-04-30, while DeepSeek-V4-Pro-Max's cutoff date is not specified.

We can confirm GPT-6 Astra's training data extends to 2026-04-30, but cannot make a direct comparison without DeepSeek-V4-Pro-Max's cutoff date.

DeepSeek-V4-Pro-Max

GPT-6 Astra

Apr 2026

Provider Availability

DeepSeek-V4-Pro-Max is available from Novita, DeepInfra, DeepSeek, Fireworks, Together. GPT-6 Astra is available from OpenAI.

DeepSeek-V4-Pro-Max

novita logo
Novita
Input Price:Input: $1.60/1MOutput Price:Output: $3.20/1M
deepinfra logo
Deepinfra
Input Price:Input: $1.74/1MOutput Price:Output: $3.48/1M
deepseek logo
DeepSeek
Input Price:Input: $1.74/1MOutput Price:Output: $3.48/1M
fireworks logo
Fireworks
Input Price:Input: $1.74/1MOutput Price:Output: $3.48/1M
together logo
Together
Input Price:Input: $1.74/1MOutput Price:Output: $3.48/1M

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M
* 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-V4-Pro-Max and GPT-6 Astra side-by-side, then vote on the output you prefer.

DeepSeek-V4-Pro-Max
✓ Preferred
GPT-6 Astra
Open in Playground

FAQ

Common questions about DeepSeek-V4-Pro-Max vs GPT-6 Astra.

Which is better, DeepSeek-V4-Pro-Max or GPT-6 Astra?

GPT-6 Astra leads the LLM Stats Score 60.7 to 43.5. DeepSeek-V4-Pro-Max is made by DeepSeek and GPT-6 Astra 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-V4-Pro-Max compare to GPT-6 Astra in benchmarks?

DeepSeek-V4-Pro-Max scores CodeForces: 100.0%, HMMT Feb 26: 95.2%, LiveCodeBench: 93.5%, MathArena Apex: 90.2%, GPQA: 90.1%. GPT-6 Astra scores ExploitBench: 100.0%, ARC-AGI-3: 99.9%, ARC-AGI: 98.5%, FrontierMath Tier 4 (v2): 97.6%, GPQA: 96.0%.

Is DeepSeek-V4-Pro-Max cheaper than GPT-6 Astra?

DeepSeek-V4-Pro-Max is 6.3x cheaper for input tokens. DeepSeek-V4-Pro-Max costs $1.60/M input and $3.20/M output via novita. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai.

What are the context window sizes for DeepSeek-V4-Pro-Max and GPT-6 Astra?

DeepSeek-V4-Pro-Max supports 1.0M tokens and GPT-6 Astra supports 1.1M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between DeepSeek-V4-Pro-Max and GPT-6 Astra?

Key differences include LLM Stats Score (43.5 vs 60.7), context window (1.0M vs 1.1M), input pricing ($1.60 vs $10.00/M), multimodal support (no vs yes), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes DeepSeek-V4-Pro-Max and GPT-6 Astra?

DeepSeek-V4-Pro-Max is developed by DeepSeek and GPT-6 Astra is developed by OpenAI.