DeepSeek V4 Pro vs GPT-6 Astra
DeepSeek V4 Pro 
GPT-6 Astra Verdict
- GPT-6 Astra (max) leads on quality: 70.9 vs 59.5.
- DeepSeek V4 Pro (high) is stronger in instruction following, long context.
- GPT-6 Astra (max) is stronger in agents & tools, composite, knowledge, coding, maths, reasoning.
- DeepSeek V4 Pro (high) is 36× cheaper ($0.548 vs $20.00 per 1M blended).
- DeepSeek V4 Pro (high) streams 2.4× faster (65 vs 27 tokens per second).
| Metric | DeepSeek V4 Pro (high) | GPT-6 Astra (max) |
|---|---|---|
| BenchLeader Index | 59.5 | 70.9 |
| Agents & tools score | 63.8 | 68.2 |
| Composite score | 67.1 | 72.9 |
| Instruction following score | 69.6 | – |
| Knowledge score | 59.1 | 80.0 |
| Long context score | 61.6 | – |
| Coding score | – | 78.6 |
| Maths score | – | 77.2 |
| Reasoning score | – | 73.6 |
| Blended price $/M | $0.548 | $20.00 |
| Output speed | 65 tok/s | 27 tok/s |
| Time to first answer | 32.3 s | 337.3 s |
| Context window | 1M | 1.1M |
| GPQA Diamond | – | 95.8% |
| FrontierMath Tiers 1–3 | – | 93.7% |
| FrontierMath Tier 4 | – | 97.6% |
| OTIS Mock AIME | – | 100.0% |
| SimpleQA Verified | – | 75.6% |
| Terminal-Bench | – | 58.2% |
| SciCode | – | 56.5% |
| FrontierCode | – | 53.3% |
| LMArena WebDev | – | 1796 |
| LMArena Agent | 4.4 | 12.5 |
| LiveBench | – | 82.2% |
| LiveBench Reasoning | – | 92.7% |
| LiveBench Coding | – | 80.4% |
| LiveBench Agentic Coding | – | 57.3% |
| LiveBench Mathematics | – | 96.8% |
| LiveBench Data Analysis | – | 83.0% |
| LiveBench Language | – | 89.4% |
| AA Intelligence Index | 30.1 | – |
| IFBench | 71.3% | – |
| AA-LCR | 70.3% | – |
| AA-Omniscience | -10.6 | – |
| Terminal-Bench Hard | 41.7% | – |
| GPQA Diamond (AA) | 90.5% | – |
| Humanity's Last Exam (AA) | 35.2% | – |
| τ²-Bench Telecom (AA) | 94.2% | – |
| Terminal-Bench 2.1 (Vals) | – | 87.3% |
| Vals Index | – | 66.6 |
| ARC-AGI-1 | – | 97.5% |
| ARC-AGI-2 | – | 95.0% |
| ARC-AGI-3 | – | 98.6% |
Data as of 2026-09-10. Best configuration of each model; every score links to its source on the model pages.
DeepSeek V4 Pro vs GPT-6 Astra: questions
- Is DeepSeek V4 Pro better than GPT-6 Astra?
- GPT-6 Astra (max) leads on quality: 70.9 vs 59.5. The BenchLeader Index combines every independent quality benchmark; GPT-6 Astra (max) is ahead overall as of 2026-09-10, but check the category scores for your use.
- Is DeepSeek V4 Pro better than GPT-6 Astra for agentic tasks?
- GPT-6 Astra scores higher in agentic tasks (68 vs 64 on the category index, where 50 is average).
- Which is cheaper, DeepSeek V4 Pro or GPT-6 Astra?
- DeepSeek V4 Pro is cheaper: $0.548 against $20.00 per million tokens, blended at three input tokens per output token.
- Which is faster, DeepSeek V4 Pro or GPT-6 Astra?
- DeepSeek V4 Pro streams faster: 65 against 27 output tokens per second.
- Which has the larger context window?
- GPT-6 Astra accepts more context: 1.1M against 1M tokens.