High-volume, cost-sensitive work
Choose GPT-5.6 Luna
GPT-5.6 Luna costs 14% less on a typical mix of three input tokens for every output token ($0.45 against $0.53 per million tokens).
Choose DeepSeek V4.1 Flash for reused prompts and documents (RAG, agents), the hardest reasoning tasks and the latest release. Choose GPT-5.6 Luna for high-volume, cost-sensitive work.
Each answer below comes straight from the published prices, specifications and independent benchmark results.
Choose GPT-5.6 Luna
GPT-5.6 Luna costs 14% less on a typical mix of three input tokens for every output token ($0.45 against $0.53 per million tokens).
Choose DeepSeek V4.1 Flash
DeepSeek V4.1 Flash charges <$0.01 per million cached input tokens, against $0.02 for GPT-5.6 Luna.
Choose DeepSeek V4.1 Flash
DeepSeek V4.1 Flash scores 45.1 on the Artificial Analysis Intelligence Index, against 37.3 for GPT-5.6 Luna.
Either one
They are practically level on Long-context reasoning (AA-LCR) (82.7% and 83.7%).
Choose DeepSeek V4.1 Flash
DeepSeek V4.1 Flash is the newer release (October 2026, against Jul 9, 2026 for GPT-5.6 Luna).
| Volume | DeepSeek V4.1 Flash | GPT-5.6 Luna | Difference |
|---|---|---|---|
| Prototype: 1M input, 250K output tokens | $0.60 | $0.50 | GPT-5.6 Luna, $0.10 less |
| Production: 20M input, 5M output tokens | $12.00 | $10.00 | GPT-5.6 Luna, $2.00 less |
| Scale: 500M input, 100M output tokens | $270.00 | $220.00 | GPT-5.6 Luna, $50.00 less |
Standard rates, without caching or batch discounts. Volumes are per month.
| DeepSeek V4.1 Flash | GPT-5.6 Luna | |
|---|---|---|
| Provider | DeepSeek | OpenAI |
| Category | Language models | Language models |
| Status | Generally available | Generally available |
| Headline price | $0.525 / 1M tokens | $0.45 / 1M tokens |
| Input | $0.30 / 1M tokens | $0.20 / 1M tokens |
| Output | $1.20 / 1M tokens | $1.20 / 1M tokens |
| Cached input | $0.006 / 1M tokens | $0.02 / 1M tokens |
| Context window | 1M | 1.05M |
| Max output | 384k | 128k |
| Released | October 2026 | Jul 9, 2026 |
| Knowledge cutoff | No data | February 2026 |
| Licence | Proprietary | Proprietary |
| Capabilities | Vision, Reasoning, Tool calling, Structured output, Prompt caching | Vision, Reasoning, Tool calling, Structured output, Prompt caching, Batch API |
| API model id | deepseek-flash | gpt-5.6-luna |
Leader in bold.
| Benchmark | DeepSeek V4.1 Flash | GPT-5.6 Luna |
|---|---|---|
| Intelligence Index | 45.1 | 37.3 |
| SciCode | 55.9% | 53.6% |
| Humanity's Last Exam | 43.3% | 39.5% |
| MMMU-Pro (visual reasoning) | 80.6% | 78.6% |
| Long-context reasoning (AA-LCR) | 82.7% | 83.7% |
| GPQA Diamond | No data | 91.1% |
Independent evaluations by Artificial Analysis, run the same way for every model, at the reasoning setting shown. Percentages unless marked as an index.
Choose DeepSeek V4.1 Flash for reused prompts and documents (RAG, agents), the hardest reasoning tasks and the latest release. Choose GPT-5.6 Luna for high-volume, cost-sensitive work.
GPT-5.6 Luna is 14% cheaper than DeepSeek V4.1 Flash at the headline price ($0.45 / 1M tokens vs $0.525 / 1M tokens).
GPT-5.6 Luna reads more per request: 1.05M tokens against 1M.
DeepSeek V4.1 Flash is made by DeepSeek and GPT-5.6 Luna by OpenAI. GPT-5.6 Luna is 14% cheaper than DeepSeek V4.1 Flash at the headline price ($0.45 / 1M tokens vs $0.525 / 1M tokens). GPT-5.6 Luna reads more per request: 1.05M tokens against 1M. DeepSeek V4.1 Flash is the newer model (October 2026, against Jul 9, 2026). Only GPT-5.6 Luna offers batch api.
At 20 million input and 5 million output tokens a month, DeepSeek V4.1 Flash costs $12.00 and GPT-5.6 Luna costs $10.00, at standard rates.
DeepSeek V4.1 Flash was released on October 2026 and GPT-5.6 Luna on Jul 9, 2026.