High-volume, cost-sensitive work
Choose DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731 costs 67% less on a typical mix of three input tokens for every output token ($0.15 against $0.45 per million tokens).
Choose DeepSeek V4 Flash 0731 for high-volume, cost-sensitive work, writing and code generation and the latest release. Choose GPT-5.6 Luna for reused prompts and documents (RAG, agents) and images as input.
Each answer below comes straight from the published prices, specifications and independent benchmark results.
Choose DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731 costs 67% less on a typical mix of three input tokens for every output token ($0.15 against $0.45 per million tokens).
Choose DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731 charges $0.24 per million output tokens, against $1.20 for GPT-5.6 Luna. Output dominates the bill when answers are long.
Choose GPT-5.6 Luna
GPT-5.6 Luna charges $0.02 per million cached input tokens, against $0.02 for DeepSeek V4 Flash 0731.
Choose GPT-5.6 Luna
GPT-5.6 Luna accepts images as input; DeepSeek V4 Flash 0731 does not.
Choose DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731 is the newer release (Jul 31, 2026, against Jul 9, 2026 for GPT-5.6 Luna).
| Volume | DeepSeek V4 Flash 0731 | GPT-5.6 Luna | Difference |
|---|---|---|---|
| Prototype: 1M input, 250K output tokens | $0.18 | $0.50 | DeepSeek V4 Flash 0731, $0.32 less |
| Production: 20M input, 5M output tokens | $3.57 | $10.00 | DeepSeek V4 Flash 0731, $6.43 less |
| Scale: 500M input, 100M output tokens | $83.30 | $220.00 | DeepSeek V4 Flash 0731, $136.70 less |
Standard rates, without caching or batch discounts. Volumes are per month.
| DeepSeek V4 Flash 0731 | GPT-5.6 Luna | |
|---|---|---|
| Provider | DeepSeek | OpenAI |
| Category | Language models | Language models |
| Status | Generally available | Generally available |
| Headline price | $0.1488 / 1M tokens | $0.45 / 1M tokens |
| Input | $0.119 / 1M tokens | $0.20 / 1M tokens |
| Output | $0.238 / 1M tokens | $1.20 / 1M tokens |
| Cached input | $0.0238 / 1M tokens | $0.02 / 1M tokens |
| Context window | 1.05M | 1.05M |
| Max output | 944k | 128k |
| Released | Jul 31, 2026 | Jul 9, 2026 |
| Knowledge cutoff | No data | February 2026 |
| Licence | Proprietary | Proprietary |
| Capabilities | Reasoning, Tool calling, Structured output, Prompt caching | Vision, Reasoning, Tool calling, Structured output, Prompt caching, Batch API |
| API model id | deepseek-v4-flash-0731 | gpt-5.6-luna |
Leader in bold.
| Benchmark | DeepSeek V4 Flash 0731 | GPT-5.6 Luna |
|---|---|---|
| Intelligence Index | No data | 37.3 |
| SciCode | No data | 53.6% |
| GPQA Diamond | No data | 91.1% |
| Humanity's Last Exam | No data | 39.5% |
| MMMU-Pro (visual reasoning) | No data | 78.6% |
| Long-context reasoning (AA-LCR) | No data | 83.7% |
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 Flash 0731 for high-volume, cost-sensitive work, writing and code generation and the latest release. Choose GPT-5.6 Luna for reused prompts and documents (RAG, agents) and images as input.
DeepSeek V4 Flash 0731 is 67% cheaper than GPT-5.6 Luna at the headline price ($0.1488 / 1M tokens vs $0.45 / 1M tokens).
GPT-5.6 Luna reads more per request: 1.05M tokens against 1.05M.
DeepSeek V4 Flash 0731 is made by DeepSeek and GPT-5.6 Luna by OpenAI. DeepSeek V4 Flash 0731 is 67% cheaper than GPT-5.6 Luna at the headline price ($0.1488 / 1M tokens vs $0.45 / 1M tokens). GPT-5.6 Luna reads more per request: 1.05M tokens against 1.05M. Only GPT-5.6 Luna offers vision, batch api.
At 20 million input and 5 million output tokens a month, DeepSeek V4 Flash 0731 costs $3.57 and GPT-5.6 Luna costs $10.00, at standard rates.
DeepSeek V4 Flash 0731 was released on Jul 31, 2026 and GPT-5.6 Luna on Jul 9, 2026.