The live table below lists official API prices for the models we continuously benchmark. LLM APIs bill per token, with input (what you send) and output (what the model generates) priced separately — output rates are usually much higher. The context window caps how much material fits in one request; long-context models are not necessarily pricier per token, but filling the window multiplies input cost.
The data shares the same model registry that powers our benchmark: whatever models we test are the models whose prices are tracked here, updated when vendors reprice.
Vendor-neutral strategies: put long, stable system prompts behind the provider's prompt-caching mechanism (cached input is typically discounted heavily); route by difficulty — send classification and extraction to small models and reserve flagships for hard reasoning; use batch APIs for non-realtime workloads; and cap output length — output tokens cost more than input tokens.
Price alone misjudges models that are cheap but wrong. Read this table against the YZ Index leaderboard (real sandbox execution, rule-based scoring): pick the cheapest model within a capability tier, not the cheapest overall. Per-model pages provide score history.
单位:美元 / 百万 token(官方牌价)。数据来自本站评测所用的模型注册表,价格变动随官方调价更新;“—”表示未登记。
| Model | 厂商 | 输入 $/M | 输出 $/M | 上下文 |
|---|---|---|---|---|
| Claude Opus 4.7 | claude | 15 | 75 | 200K |
| Claude Sonnet 4.6 | claude | 3 | 15 | 200K |
| Claude Haiku 4.5 | claude | 0.8 | 4 | 200K |
| DeepSeek V4 Pro | deepseek | 2 | 8 | 128K |
| DeepSeek V4 Flash | deepseek | 0.1 | 0.5 | 128K |
| 豆包 Pro | doubao | 0.8 | 2 | 128K |
| Gemini 3.1 Pro | gemini | 2.5 | 15 | 1000K |
| Gemini 2.5 Pro | gemini | 1.25 | 10 | 1000K |
| Gemini 2.5 Flash | gemini | 0.15 | 0.6 | 1000K |
| GPT-5.5 Pro | gpt | 15 | 60 | 200K |
| GPT-o3 | gpt | 10 | 40 | 200K |
| GPT-5.5 | gpt | 5 | 20 | 200K |
| GPT-5.4 Nano | gpt | 0.1 | 0.4 | 128K |
| Grok 4 | grok | 3 | 15 | 131K |
| Grok 3 mini | grok | 0.3 | 0.5 | 131K |
| Perplexity Sonar | perplexity | 0 | 0 | 128K |
| Qwen3 Max | qwen | 1.6 | 6.4 | 131K |
| GLM-4.6 | zhipu | 2 | 8 | 200K |
It reads live from the model registry behind our benchmark; prices are synced when vendors announce changes, without republishing this page.
The table shows list prices as registered; there can be lag between a vendor change and our sync, and tiered, cached or batch discounts are not reflected. Treat vendor sites as authoritative for budgeting.
Monthly cost ≈ requests × (avg input tokens × input rate + avg output tokens × output rate) ÷ 1,000,000. Measure average lengths from logs, then plug in the rates above.