# Token Pricing Reference — Major LLM Providers > **Snapshot of `data/pricing.json` (v2026.07) — reviewed 2026-07-26.** > This file is regenerated from the dataset. To propose a correction, edit `data/pricing.json` and re-run the generator. > **Live changelog:** [data/pricing-changelog.md](https://github.com/kalilurrahman/kr-token-ops-hub/blob/main/data/pricing-changelog.md). **SLA:** Reviewed monthly. Provider pricing changes reflected within 7 days. Every figure carries a verification date and a source link. --- ## Pricing Tables ### OpenAI | Model | Input ($/1M) | Cached Input ($/1M) | Output ($/1M) | Context | Tier | Source | |---|---|---|---|---|---|---| | GPT-5 | $1.25 | $0.125 | $10 | 400K | Frontier | [verified 2026-07-26](https://openai.com/api/pricing) | | GPT-5 Mini | $0.25 | $0.025 | $2 | 400K | Mid | [verified 2026-07-26](https://openai.com/api/pricing) | | GPT-5 Nano | $0.05 | $0.005 | $0.4 | 128K | Cheap | [verified 2026-07-26](https://openai.com/api/pricing) | | o3 | $2 | — | $8 | 200K | Reasoning | [verified 2026-07-26](https://openai.com/api/pricing) | _Caching:_ Automatic caching on repeated context; ~75-90% off cached input on current-gen models. _Batch API:_ 50% off standard rates, ~24h SLA. ### Anthropic | Model | Input ($/1M) | Cached Input ($/1M) | Output ($/1M) | Context | Tier | Source | |---|---|---|---|---|---|---| | Claude Opus 4.5 | $5 | $0.5 | $25 | 200K | Frontier | [verified 2026-07-26](https://www.anthropic.com/pricing) | | Claude Sonnet 5 | $2 | $0.2 | $10 | 200K | Frontier | [verified 2026-07-26](https://www.anthropic.com/pricing) | | Claude Haiku 4.5 | $1 | $0.1 | $5 | 200K | Mid | [verified 2026-07-26](https://www.anthropic.com/pricing) | _Caching:_ Explicit cache control; 5-min TTL default. Cache writes billed at 1.25x (5-min) or 2.0x (1-hr) base input; cache reads at ~10% of base input. _Batch API:_ 50% off standard rates, ~24h SLA. ### Google | Model | Input ($/1M) | Cached Input ($/1M) | Output ($/1M) | Context | Tier | Source | |---|---|---|---|---|---|---| | Gemini 3 Pro | $2 / $3.5 (>200K ctx) | — | $12 / $14 (>200K ctx) | 1M | Frontier | [verified 2026-07-26](https://ai.google.dev/pricing) | | Gemini 2.5 Flash | $0.15 / $0.3 (>200K ctx) | — | $0.6 / $1.8 (>200K ctx) | 1M | Mid | [verified 2026-07-26](https://ai.google.dev/pricing) | | Gemini 2.0 Flash Lite | $0.075 | — | $0.3 | 1M | Cheap | [verified 2026-07-26](https://ai.google.dev/pricing) | _Caching:_ Implicit automatic caching on Gemini 2.5+; discount surfaces on the invoice. ### DeepSeek | Model | Input ($/1M) | Cached Input ($/1M) | Output ($/1M) | Context | Tier | Source | |---|---|---|---|---|---|---| | DeepSeek V3.2 | $0.28 | $0.028 | $0.42 | 128K | Cheap | [verified 2026-07-26](https://api-docs.deepseek.com/quick_start/pricing) | _Caching:_ Disk-based cache; ~90% discount on cached input. ### Meta Llama (hosted) | Model | Input ($/1M) | Cached Input ($/1M) | Output ($/1M) | Context | Tier | Source | |---|---|---|---|---|---|---| | Llama 4 Scout | $0.15 | — | $0.4 | 10M | Cheap | [verified 2026-07-26](https://www.together.ai/pricing) | | Llama 4 Maverick | $0.35 | — | $1.4 | 1M | Mid | [verified 2026-07-26](https://www.together.ai/pricing) | _Caching:_ Varies by host. ### Mistral | Model | Input ($/1M) | Cached Input ($/1M) | Output ($/1M) | Context | Tier | Source | |---|---|---|---|---|---|---| | Mistral Large | $2 | — | $6 | 128K | Frontier | [verified 2026-07-26](https://mistral.ai/products) | | Mistral Medium | $0.4 | — | $1.2 | 128K | Mid | [verified 2026-07-26](https://mistral.ai/products) | --- ## How to price a request ``` cost_per_request = (input_tokens × input_$/M ÷ 1_000_000) + (output_tokens × output_$/M ÷ 1_000_000) ``` With prompt caching on the input: ``` cost_per_request ≈ ((1-hit_rate) × input_tokens × input_$/M + hit_rate × input_tokens × cached_input_$/M + output_tokens × output_$/M) ÷ 1_000_000 ``` The site's calculators (`/calculator`, `/hub`) apply these formulas against this same dataset.