DeepSeek V4.1 Flash 1017 vs GPT-6 Astra.
Verdict by category, tale of the tape, shared benchmarks only, and cost at three workloads — all from the tracked data.
Verdict by category
| Category | DeepSeek V4.1 Flash 1017 | GPT-6 Astra | Winner |
|---|---|---|---|
| League Score | 81.4 | 97.1 | GPT-6 Astra |
| Coding (SWE-bench %) | — | — | — |
| Reasoning (GPQA %) | — | 96.0 | — |
| Context (tokens) | 1000000 | 1050000 | GPT-6 Astra |
| Speed (tok/s) | — | — | — |
| Price (blended $/1M) | $0.52 | $20.00 | DeepSeek V4.1 Flash 1017 (cheaper) |
Tale of the tape
| Spec | DeepSeek V4.1 Flash 1017 | GPT-6 Astra |
|---|---|---|
| Maker | DeepSeek | OpenAI |
| Released | Oct 17, 2026 | Sep 3, 2026 |
| League Score | 81 | 97 |
| Context | 1,000,000 tokens | 1,050,000 tokens |
| Max output | 384,000 | 128,000 |
| $/1M input | $0.30 | $10.00 |
| $/1M output | $1.20 | $50.00 |
| Weights | Open | Closed |
| Speed | — | — |
Head-to-head benchmarks (shared only)
| Benchmark | DeepSeek V4.1 Flash 1017 | GPT-6 Astra |
|---|---|---|
| LiveBench overall | 79.2 | 86.1 |
Cost at three workloads
| Workload | DeepSeek V4.1 Flash 1017 | GPT-6 Astra |
|---|---|---|
| Light — 1M in / 250K out | $0.60 | $22.50 |
| Standard — 10M in / 2.5M out | $6.00 | $225.00 |
| Long-context — 50M in / 5M out | $21.00 | $750.00 |
The pick
Pick DeepSeek V4.1 Flash 1017 if you want the lower running cost; you want downloadable weights / self-hosting.
Pick GPT-6 Astra if you want the higher overall League Score; you need the bigger context window.
All figures from the model database — sources and dates on each model page. Cost your own workload or compare a different pair.
Frequently asked questions
Which is better overall, DeepSeek V4.1 Flash 1017 or GPT-6 Astra?
GPT-6 Astra leads on overall League Score, 97 to 81 — a gap of 16 points on a composite of sourced benchmarks. That is overall form, not every category: check the per-category verdicts before choosing.
Which is cheaper, DeepSeek V4.1 Flash 1017 or GPT-6 Astra?
DeepSeek V4.1 Flash 1017 is cheaper: $0.52 vs $20.00 blended per 1M tokens (3:1 input/output mix) — about 38.1x less per token.
Which has the bigger context window, DeepSeek V4.1 Flash 1017 or GPT-6 Astra?
GPT-6 Astra, with 1.1M of context against 1M for DeepSeek V4.1 Flash 1017.
Are DeepSeek V4.1 Flash 1017 and GPT-6 Astra open source?
DeepSeek V4.1 Flash 1017 is open weights — it can be downloaded and self-hosted; GPT-6 Astra is closed weights — API access only.