Pricing catalog
LLM token pricing comparison across major providers.
Public API rates per million tokens for prompt inputs, completions, prompt caching, reasoning tokens, and context windows.
Verified Baseline RatesCatalog Version 2026-10-12
Rates are synced weekly from public price feeds and spot-checked against provider documentation; catalog version 2026-10-12. Always confirm against your provider's price page before committing budget. Standard batch multipliers and prompt caching read/write rates reflect public base tiers. Negotiated enterprise discounts or self-hosted rates can be configured locally via pareto.pricing.json.
Showing 189 models
| Model | Provider | Prompt / 1M | Completion / 1M | Cached Read / 1M | Cache Write / 1M | Reasoning / 1M | Batch Discount | Context Window |
|---|---|---|---|---|---|---|---|---|
Claude Fable 5.1 claude-fable-5-1aka: claude-fable | Anthropic | $10.00 | $50.00 | $0.25 | $12.50 | $50.00 | 50% off | 1M |
Claude Opus 5.5 claude-opus-5-5aka: claude-opus | Anthropic | $4.00 | $20.00 | $0.20 | $5.00 | $20.00 | 50% off | 1M |
Claude Opus 5 claude-opus-5 | Anthropic | $5.00 | $25.00 | $0.50 | $6.25 | $25.00 | 50% off | 1M |
Claude Opus 4.8 claude-opus-4-8 | Anthropic | $5.00 | $25.00 | $0.50 | $6.25 | $25.00 | 50% off | 1M |
Claude Sonnet 5 claude-sonnet-5aka: claude-sonnet | Anthropic | $2.00 | $10.00 | $0.20 | $2.50 | $10.00 | 50% off | 1M |
Claude Sonnet 4.6 claude-sonnet-4-6 | Anthropic | $3.00 | $15.00 | $0.30 | $3.75 | $15.00 | 50% off | 1M |
Claude Haiku 4.5 claude-haiku-4-5aka: claude-haiku | Anthropic | $1.00 | $5.00 | $0.10 | $1.25 | $5.00 | 50% off | 200k |
GPT-6 Astra gpt-6-astra | OpenAI | $10.00 | $50.00 | $1.00 | $12.50 | $50.00 | 50% off | 1.1M |
GPT-6.1 Sol gpt-6.1-solaka: gpt-6-sol | OpenAI | $2.00 | $10.00 | $0.10 | $2.50 | $10.00 | 50% off | 1.1M |
GPT-6 Luna gpt-6-luna | OpenAI | $0.10 | $0.50 | $0.010 | $0.13 | $0.50 | 50% off | 1.1M |
Gemini 3.8 Flash gemini-3.8-flashaka: gemini-flash Until 2026-12-31 | $0.75 | $3.75 | $0.075 | — | — | 50% off | 1.0M | |
Gemini 3.8 Flash gemini-3.8-flashaka: gemini-flash From 2027-01-01 | $1.50 | $7.50 | $0.15 | — | — | 50% off | 1.0M | |
Gemini 3.5 Flash gemini-3.5-flash | $1.50 | $9.00 | $0.15 | — | — | 50% off | 1.0M | |
Gemini 3.5 Flash Lite gemini-3.5-flash-liteaka: gemini-flash-lite | $0.30 | $2.50 | $0.030 | — | — | 50% off | 1.0M | |
Gemini 3.1 Pro Preview gemini-3.1-pro-previewaka: gemini-pro, gemini-3.1-pro | $2.00 | $12.00 | $0.20 | — | — | 50% off | 1.0M | |
Gemini 2.5 Pro gemini-2.5-pro | $1.25 | $10.00 | $0.13 | — | — | 50% off | 1.0M | |
Gemini 2.5 Flash gemini-2.5-flash | $0.30 | $2.50 | $0.030 | — | — | 50% off | 1.0M | |
DeepSeek Flash deepseek-flashaka: deepseek-v4-flash, deepseek-v4.1-flash | DeepSeek | $0.30 | $1.20 | $0.0060 | — | — | — | 1M |
DeepSeek V4 Pro deepseek-v4-pro | DeepSeek | $1.32 | $3.96 | $0.044 | — | — | — | 1M |
Kimi k1.5 kimi-k1.5aka: kimi-k1.5-preview, kimi-1.5 +1 | Moonshot | $1.00 | $2.50 | $0.10 | — | $2.50 | 50% off | 131k |
Moonshot v1 128k moonshot-v1-128kaka: kimi-128k | Moonshot | $2.00 | $5.00 | $0.84 | — | — | — | 128k |
Moonshot v1 32k moonshot-v1-32kaka: kimi-32k | Moonshot | $1.00 | $3.00 | $0.34 | — | — | — | 32k |
Moonshot v1 8k moonshot-v1-8kaka: kimi-8k, kimi | Moonshot | $0.20 | $2.00 | $0.17 | — | — | — | 8k |
GPT-4o gpt-4oaka: gpt-4o-2024-08-06, gpt-4o-2024-11-20 | OpenAI | $2.50 | $10.00 | $1.25 | — | — | 50% off | 128k |
GPT-4o mini gpt-4o-miniaka: gpt-4o-mini-2024-07-18 | OpenAI | $0.15 | $0.60 | $0.075 | — | — | 50% off | 128k |
o1 o1aka: o1-preview, o1-2024-12-17 | OpenAI | $15.00 | $60.00 | $7.50 | — | $60.00 | 50% off | 200k |
o3-mini o3-miniaka: o3-mini-2025-01-31 | OpenAI | $1.10 | $4.40 | $0.55 | — | $4.40 | 50% off | 200k |
Claude 3.5 Sonnet claude-3-5-sonnetaka: claude-3-5-sonnet-20241022, claude-3-5-sonnet-latest +1 | Anthropic | $3.00 | $15.00 | $0.30 | $3.75 | — | 50% off | 200k |
Claude 3.5 Haiku claude-3-5-haikuaka: claude-3-5-haiku-20241022, claude-3-5-haiku-latest | Anthropic | $0.80 | $4.00 | $0.080 | $1.00 | — | 50% off | 200k |
Gemini 2.0 Flash gemini-2.0-flashaka: gemini-2.0-flash-exp, gemini-2.0-flash-001 | $0.10 | $0.40 | $0.025 | — | — | 50% off | 1.0M | |
Gemini 1.5 Pro gemini-1.5-proaka: gemini-1.5-pro-latest, gemini-1.5-pro-002 | $1.25 | $5.00 | $0.31 | — | — | 50% off | 2.1M | |
Gemini 1.5 Flash gemini-1.5-flashaka: gemini-1.5-flash-latest, gemini-1.5-flash-002 | $0.075 | $0.30 | $0.019 | — | — | 50% off | 1.0M | |
DeepSeek V3 (Chat) deepseek-chataka: deepseek-v3 | DeepSeek | $0.28 | $0.42 | $0.028 | — | — | — | 64k |
DeepSeek R1 (Reasoner) deepseek-reasoneraka: deepseek-r1 | DeepSeek | $0.28 | $0.42 | $0.028 | — | $0.42 | — | 64k |
Llama 3.3 70B Instruct llama-3.3-70b-instructaka: llama-3.3-70b, meta-llama/llama-3.3-70b-instruct | Meta | $0.59 | $0.79 | — | — | — | — | 128k |
Llama 3.1 8B Instruct llama-3.1-8b-instructaka: llama-3.1-8b, meta-llama/llama-3.1-8b-instruct | Meta | $0.050 | $0.080 | — | — | — | — | 128k |
Llama 3.1 405B Instruct llama-3.1-405b-instructaka: llama-3.1-405b, meta-llama/llama-3.1-405b-instruct | Meta | $2.50 | $3.50 | — | — | — | — | 128k |
Qwen 2.5 Coder 32B qwen-2.5-coder-32b-instructaka: qwen-2.5-coder-32b, qwen2.5-coder-32b-instruct +1 | Alibaba | $0.20 | $0.60 | — | — | — | — | 131k |
Qwen 2.5 72B qwen-2.5-72b-instructaka: qwen-2.5-72b, qwen2.5-72b-instruct | Alibaba | $0.35 | $0.80 | — | — | — | — | 131k |
Mistral Large 2 mistral-large-2aka: mistral-large-latest, mistral-large-2411 | Mistral | $0.50 | $1.50 | $0.050 | — | — | — | 128k |
Codestral 2501 codestral-2501aka: codestral-latest, codestral | Mistral | $0.30 | $0.90 | — | — | — | — | 256k |
Command R+ command-r-plusaka: command-r-plus-08-2024 | Cohere | $2.50 | $10.00 | $0.50 | — | — | — | 128k |
Gpt 4o Transcribe Diarize gpt-4o-transcribe-diarize | OpenAI | $2.50 | $10.00 | — | — | — | 50% off | 16k |
Claude Sonnet 4 5 claude-sonnet-4-5 | Anthropic | $3.00 | $15.00 | $0.30 | $3.75 | — | 50% off | 200k |
Claude Sonnet 5 5 claude-sonnet-5-5 | Anthropic | $2.00 | $10.00 | $0.10 | $2.50 | — | 50% off | 1M |
Claude Opus 4 5 claude-opus-4-5 | Anthropic | $5.00 | $25.00 | $0.50 | $6.25 | — | 50% off | 200k |
Claude Opus 4 6 claude-opus-4-6 | Anthropic | $5.00 | $25.00 | $0.50 | $6.25 | — | 50% off | 1M |
Claude Opus 4 7 claude-opus-4-7 | Anthropic | $5.00 | $25.00 | $0.50 | $6.25 | — | 50% off | 1M |
Claude Fable 5 claude-fable-5 | Anthropic | $10.00 | $50.00 | $1.00 | $12.50 | — | 50% off | 1M |
Command Nightly command-nightly | Cohere | $1.00 | $2.00 | — | — | — | 50% off | 4k |
Deepseek Coder deepseek-coder | DeepSeek | $0.14 | $0.28 | $0.014 | — | — | 50% off | 128k |
Deepseek V3 2 deepseek-v3.2 | DeepSeek | $0.28 | $0.40 | $0.028 | — | — | 50% off | 164k |
Gemini 2 5 Flash Image gemini-2.5-flash-image | $0.30 | $2.50 | — | — | — | 50% off | 33k | |
Gemini 3 Pro Image gemini-3-pro-image | $2.00 | $12.00 | $0.20 | — | — | 50% off | 66k | |
Gemini 3 Pro Image Preview gemini-3-pro-image-preview | $2.00 | $12.00 | $0.20 | — | — | 50% off | 66k | |
Gemini 3 1 Flash Image gemini-3.1-flash-image | $0.50 | $3.00 | $0.050 | — | — | 50% off | 66k | |
Gemini 3 1 Flash Image Preview gemini-3.1-flash-image-preview | $0.50 | $3.00 | $0.050 | — | — | 50% off | 66k | |
Gemini 3 1 Flash Lite Image gemini-3.1-flash-lite-image | $0.25 | $1.50 | $0.025 | — | — | 50% off | 66k | |
Gemini 3 1 Flash Lite Preview gemini-3.1-flash-lite-preview | $0.25 | $1.50 | $0.025 | — | — | 50% off | 1.0M | |
Gemini 3 1 Flash Lite gemini-3.1-flash-lite | $0.25 | $1.50 | $0.025 | — | — | 50% off | 1.0M | |
Gemini 2 5 Flash Lite gemini-2.5-flash-lite | $0.10 | $0.40 | $0.010 | — | — | 50% off | 1.0M | |
Gemini 3 1 Pro Preview Customtools gemini-3.1-pro-preview-customtools | $2.00 | $12.00 | $0.20 | — | — | 50% off | 1.0M | |
Gemini Robotics Er 1 5 Preview gemini-robotics-er-1.5-preview | $0.30 | $2.50 | — | — | — | 50% off | 1.0M | |
Gemini 3 Flash Preview gemini-3-flash-preview | $0.50 | $3.00 | $0.050 | — | — | 50% off | 1.0M | |
Gemini Omni Flash Preview gemini-omni-flash-preview | $1.50 | $9.00 | — | — | — | 50% off | 1.0M | |
Gemini 3 6 Flash gemini-3.6-flash | $0.75 | $3.75 | $0.075 | — | — | 50% off | 1.0M | |
Gemini 3 7 Flash gemini-3.7-flash | $0.75 | $3.75 | $0.075 | — | — | 50% off | 1.0M | |
Gemini 3 8 Flash Cyber gemini-3.8-flash-cyber | $1.50 | $7.50 | $0.15 | — | — | 50% off | 1.0M | |
Gpt 4 gpt-4 | OpenAI | $30.00 | $60.00 | — | — | — | 50% off | 8k |
Gpt 4 1 gpt-4.1 | OpenAI | $2.00 | $8.00 | $0.50 | — | — | 50% off | 1.0M |
Gpt 4 1 Mini gpt-4.1-mini | OpenAI | $0.40 | $1.60 | $0.10 | — | — | 50% off | 1.0M |
Gpt 4 1 Nano gpt-4.1-nano | OpenAI | $0.10 | $0.40 | $0.025 | — | — | 50% off | 1.0M |
Gpt 4o Mini Transcribe gpt-4o-mini-transcribe | OpenAI | $1.25 | $5.00 | — | — | — | 50% off | 16k |
Gpt 4o Transcribe gpt-4o-transcribe | OpenAI | $2.50 | $10.00 | — | — | — | 50% off | 16k |
Gpt Image 1 5 gpt-image-1.5 | OpenAI | $5.00 | $10.00 | $1.25 | — | — | 50% off | 128k |
Gpt 5 gpt-5 | OpenAI | $1.25 | $10.00 | $0.13 | — | — | 50% off | 272k |
Gpt 5 Codex gpt-5-codex | OpenAI | $1.25 | $10.00 | $0.13 | — | — | 50% off | 272k |
Gpt 5 1 gpt-5.1 | OpenAI | $1.25 | $10.00 | $0.13 | — | — | 50% off | 272k |
Gpt 5 1 Codex Mini gpt-5.1-codex-mini | OpenAI | $0.25 | $2.00 | $0.025 | — | — | 50% off | 400k |
Gpt 5 1 Codex Max gpt-5.1-codex-max | OpenAI | $1.25 | $10.00 | $0.13 | — | — | 50% off | 400k |
Gpt 5 1 Codex gpt-5.1-codex | OpenAI | $1.25 | $10.00 | $0.13 | — | — | 50% off | 400k |
Gpt 5 1 Chat Latest gpt-5.1-chat-latest | OpenAI | $1.25 | $10.00 | $0.13 | — | — | 50% off | 128k |
Gpt 5 2 gpt-5.2 | OpenAI | $1.75 | $14.00 | $0.17 | — | — | 50% off | 272k |
Gpt 5 2 Codex gpt-5.2-codex | OpenAI | $1.75 | $14.00 | $0.17 | — | — | 50% off | 272k |
Gpt 5 2 Chat Latest gpt-5.2-chat-latest | OpenAI | $1.75 | $14.00 | $0.17 | — | — | 50% off | 128k |
Gpt 5 2 Pro gpt-5.2-pro | OpenAI | $21.00 | $168.00 | — | — | — | 50% off | 272k |
Gpt 5 6 gpt-5.6 | OpenAI | $4.00 | $20.00 | $0.40 | $5.00 | — | 50% off | 922k |
Gpt 5 6 Sol gpt-5.6-sol | OpenAI | $4.00 | $20.00 | $0.40 | $5.00 | — | 50% off | 922k |
Gpt 5 6 Terra gpt-5.6-terra | OpenAI | $2.00 | $12.00 | $0.20 | $2.50 | — | 50% off | 922k |
Gpt 5 6 Luna gpt-5.6-luna | OpenAI | $0.20 | $1.20 | $0.020 | $0.25 | — | 50% off | 922k |
Gpt 5 6 Cyber gpt-5.6-cyber | OpenAI | $12.50 | $75.00 | $1.25 | $15.63 | — | 50% off | 400k |
Gpt Daybreak Red Latest gpt-daybreak-red-latest | OpenAI | $12.50 | $75.00 | $1.25 | $15.63 | — | 50% off | 400k |
Gpt Daybreak Blue Latest gpt-daybreak-blue-latest | OpenAI | $4.00 | $20.00 | $0.40 | $5.00 | — | 50% off | 922k |
Gpt 5 5 gpt-5.5 | OpenAI | $5.00 | $30.00 | $0.50 | — | — | 50% off | 1.1M |
Gpt 5 5 Pro gpt-5.5-pro | OpenAI | $30.00 | $180.00 | — | — | — | 50% off | 1.1M |
Gpt 5 4 gpt-5.4 | OpenAI | $2.50 | $15.00 | $0.25 | — | — | 50% off | 1.1M |
Gpt 5 4 Pro gpt-5.4-pro | OpenAI | $30.00 | $180.00 | — | — | — | 50% off | 1.1M |
Gpt 5 4 Mini gpt-5.4-mini | OpenAI | $0.75 | $4.50 | $0.075 | — | — | 50% off | 272k |
Gpt 5 4 Nano gpt-5.4-nano | OpenAI | $0.20 | $1.25 | $0.020 | — | — | 50% off | 272k |
Gpt 5 Pro gpt-5-pro | OpenAI | $15.00 | $120.00 | — | — | — | 50% off | 400k |
Gpt 5 Chat gpt-5-chat | OpenAI | $1.25 | $10.00 | $0.13 | — | — | 50% off | 128k |
Gpt 5 Chat Latest gpt-5-chat-latest | OpenAI | $1.25 | $10.00 | $0.13 | — | — | 50% off | 128k |
Gpt 5 3 Codex gpt-5.3-codex | OpenAI | $1.75 | $14.00 | $0.17 | — | — | 50% off | 272k |
Gpt 5 3 Chat Latest gpt-5.3-chat-latest | OpenAI | $1.75 | $14.00 | $0.17 | — | — | 50% off | 128k |
Gpt 5 Mini gpt-5-mini | OpenAI | $0.25 | $2.00 | $0.025 | — | — | 50% off | 272k |
Gpt 5 Nano gpt-5-nano | OpenAI | $0.050 | $0.40 | $0.0050 | — | — | 50% off | 272k |
Codestral Mamba Latest codestral-mamba-latest | Mistral | $0.25 | $0.25 | $0.025 | — | — | 50% off | 256k |
Mistral Medium 3 mistral-medium-3 | Mistral | $1.50 | $7.50 | $0.15 | — | — | 50% off | 262k |
Mistral Large 4 mistral-large-4 | Mistral | $0.68 | $2.09 | $0.068 | — | — | 50% off | 1.0M |
Mistral Large 4 0 mistral-large-4-0 | Mistral | $0.68 | $2.09 | $0.068 | — | — | 50% off | 1.0M |
Mistral Large 3 mistral-large-3 | Mistral | $0.50 | $1.50 | $0.050 | — | — | 50% off | 262k |
Mistral Medium mistral-medium | Mistral | $1.50 | $7.50 | $0.15 | — | — | 50% off | 262k |
Mistral Medium Latest mistral-medium-latest | Mistral | $1.50 | $7.50 | $0.15 | — | — | 50% off | 262k |
Mistral Medium 3 5 mistral-medium-3-5 | Mistral | $1.50 | $7.50 | $0.15 | — | — | 50% off | 262k |
Mistral Small mistral-small | Mistral | $0.10 | $0.30 | $0.010 | — | — | 50% off | 32k |
Mistral Small Latest mistral-small-latest | Mistral | $0.15 | $0.60 | $0.015 | — | — | 50% off | 262k |
Mistral Tiny mistral-tiny | Mistral | $0.25 | $0.25 | $0.025 | — | — | 50% off | 32k |
Kimi K2 7 Code kimi-k2.7-code | Moonshot | $0.95 | $4.00 | $0.19 | — | — | 50% off | 262k |
Kimi K2 5 kimi-k2.5 | Moonshot | $0.60 | $3.00 | $0.10 | — | — | 50% off | 262k |
Kimi K2 6 kimi-k2.6 | Moonshot | $0.95 | $4.00 | $0.16 | — | — | 50% off | 262k |
Kimi K3 kimi-k3 | Moonshot | $3.00 | $15.00 | $0.30 | — | — | 50% off | 1.0M |
Moonshot V1 128k Vision Preview moonshot-v1-128k-vision-preview | Moonshot | $2.00 | $5.00 | — | — | — | 50% off | 131k |
Moonshot V1 32k Vision Preview moonshot-v1-32k-vision-preview | Moonshot | $1.00 | $3.00 | — | — | — | 50% off | 33k |
Moonshot V1 8k Vision Preview moonshot-v1-8k-vision-preview | Moonshot | $0.20 | $2.00 | — | — | — | 50% off | 8k |
Moonshot V1 Auto moonshot-v1-auto | Moonshot | $2.00 | $5.00 | — | — | — | 50% off | 131k |
O1 Pro o1-pro | OpenAI | $150.00 | $600.00 | — | — | — | 50% off | 200k |
O3 o3 | OpenAI | $2.00 | $8.00 | $0.50 | — | — | 50% off | 200k |
O3 Deep Research o3-deep-research | OpenAI | $10.00 | $40.00 | $2.50 | — | — | 50% off | 200k |
O3 Pro o3-pro | OpenAI | $20.00 | $80.00 | — | — | — | 50% off | 200k |
O4 Mini o4-mini | OpenAI | $1.10 | $4.40 | $0.28 | — | — | 50% off | 200k |
O4 Mini Deep Research o4-mini-deep-research | OpenAI | $2.00 | $8.00 | $0.50 | — | — | 50% off | 200k |
Grok 4 20 Beta 0309 Reasoning grok-4.20-beta-0309-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 0309 Reasoning grok-4.20-0309-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Beta 0309 Non Reasoning grok-4.20-beta-0309-non-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 3 grok-4.3 | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 3 Latest grok-4.3-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 5 grok-4.5 | Xai | $2.00 | $6.00 | $0.30 | — | — | 50% off | 500k |
Grok 4 5 Latest grok-4.5-latest | Xai | $2.00 | $6.00 | $0.30 | — | — | 50% off | 500k |
Grok Build Latest grok-build-latest | Xai | $2.00 | $6.00 | $0.30 | — | — | 50% off | 500k |
Grok 4 6 grok-4.6 | Xai | $2.00 | $6.00 | $0.50 | — | — | 50% off | 500k |
Grok 4 7 grok-4.7 | Xai | $2.00 | $6.00 | $0.50 | — | — | 50% off | 500k |
Gemini 3 1 Flash Live Preview gemini-3.1-flash-live-preview | $0.75 | $4.50 | — | — | — | 50% off | 131k | |
Gemini 3 8 Live gemini-3.8-live | $0.75 | $4.50 | — | — | — | 50% off | 131k | |
Gemini 3 8 Live Extended Thinking gemini-3.8-live-extended-thinking | $0.75 | $4.50 | — | — | — | 50% off | 131k | |
Gemini Flash Latest gemini-flash-latest | $0.75 | $3.75 | $0.075 | — | — | 50% off | 1.0M | |
Gemini Flash Lite Latest gemini-flash-lite-latest | $0.30 | $2.50 | $0.030 | — | — | 50% off | 1.0M | |
Gemini Pro Latest gemini-pro-latest | $2.00 | $12.00 | $0.20 | — | — | 50% off | 1.0M | |
Deepseek V4 Flash Vision Exp deepseek-v4-flash-vision-exp | DeepSeek | $0.30 | $1.20 | $0.0060 | — | — | 50% off | 1M |
Grok 4 20 0309 Non Reasoning grok-4.20-0309-non-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok Build 0 1 grok-build-0.1 | Xai | $1.00 | $2.00 | $0.20 | — | — | 50% off | 256k |
Claude Mythos 5 claude-mythos-5 | Anthropic | $10.00 | $50.00 | $1.00 | $12.50 | — | 50% off | 1M |
Claude Mythos 5 1 claude-mythos-5-1 | Anthropic | $10.00 | $50.00 | $0.25 | $12.50 | — | 50% off | 1M |
Claude Mythos Preview claude-mythos-preview | Anthropic | $10.00 | $50.00 | $1.00 | $12.50 | — | 50% off | 1M |
Grok 4 20 grok-4.20 | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Reasoning grok-4.20-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Reasoning Latest grok-4.20-reasoning-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Non Reasoning grok-4.20-non-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Non Reasoning Latest grok-4.20-non-reasoning-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Multi Agent grok-4.20-multi-agent | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Multi Agent Latest grok-4.20-multi-agent-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Mistral Medium 3 5 mistral-medium-3.5 | Mistral | $1.50 | $7.50 | $0.15 | — | — | 50% off | 262k |
Mistral Vibe Cli Latest mistral-vibe-cli-latest | Mistral | $1.50 | $7.50 | $0.15 | — | — | 50% off | 262k |
Mistral Vibe Cli With Tools mistral-vibe-cli-with-tools | Mistral | $1.50 | $7.50 | $0.15 | — | — | 50% off | 262k |
Mistral Vibe Cli Fast mistral-vibe-cli-fast | Mistral | $0.15 | $0.60 | $0.015 | — | — | 50% off | 262k |
Mistral Code Latest mistral-code-latest | Mistral | $0.30 | $0.90 | $0.030 | — | — | 50% off | 128k |
Mistral Code Fim Latest mistral-code-fim-latest | Mistral | $0.30 | $0.90 | $0.030 | — | — | 50% off | 128k |
Mistral Code Agent Latest mistral-code-agent-latest | Mistral | $0.40 | $2.00 | $0.040 | — | — | 50% off | 256k |
Gpt 5 5 Cyber gpt-5.5-cyber | OpenAI | $12.50 | $75.00 | $1.25 | — | — | 50% off | 128k |
Gpt Rosalind Research gpt-rosalind-research | OpenAI | $5.00 | $25.00 | $0.50 | — | — | 50% off | 128k |
Grok 4 20 Beta grok-4.20-beta | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Beta Latest grok-4.20-beta-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Beta Latest Non Reasoning grok-4.20-beta-latest-non-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Beta Latest Reasoning grok-4.20-beta-latest-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Beta Non Reasoning grok-4.20-beta-non-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Beta Reasoning grok-4.20-beta-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Experimental Beta 0304 Non Reasoning grok-4.20-experimental-beta-0304-non-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Experimental Beta 0304 Reasoning grok-4.20-experimental-beta-0304-reasoning | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Experimental Beta Latest grok-4.20-experimental-beta-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Experimental Beta Non Reasoning Latest grok-4.20-experimental-beta-non-reasoning-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Experimental Beta Reasoning Latest grok-4.20-experimental-beta-reasoning-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Multi Agent Beta Latest grok-4.20-multi-agent-beta-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Multi Agent Experimental Beta Latest grok-4.20-multi-agent-experimental-beta-latest | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Non Reasoning Gv2 grok-4.20-non-reasoning-gv2 | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok 4 20 Reasoning Gv2 grok-4.20-reasoning-gv2 | Xai | $1.25 | $2.50 | $0.20 | — | — | 50% off | 1M |
Grok Code Fast grok-code-fast | Xai | $1.00 | $2.00 | $0.20 | — | — | 50% off | 256k |
Grok Code Fast 1 grok-code-fast-1 | Xai | $1.00 | $2.00 | $0.20 | — | — | 50% off | 256k |
Gemini Nano Banana 2 1 gemini-nano-banana-2.1 | $1.50 | $7.50 | $0.15 | — | — | 50% off | 131k | |
Claude Haiku 5 5 claude-haiku-5-5 | Anthropic | $0.10 | $0.50 | $0.010 | $0.13 | — | 50% off | 1M |
Gpt Rosalind Discovery gpt-rosalind-discovery | OpenAI | $5.00 | $25.00 | $0.50 | — | — | 50% off | 128k |
Beyond token prices
Token price alone doesn’t tell you what a task costs.
A model that costs 50% less per token but fails 15% more often frequently costs twice as much in production once you factor in retries, multi-agent loop iterations, fallback model calls, and engineering review.
ParetoOps calculates your true cost per successful task by pairing token rates with evaluation success benchmarks, finding the optimal sweet spot on the Pareto frontier.
Why caching rates matter
- Prompt Caching (up to 95% discount): Multi-turn chat, system prompts, and large context windows can reduce input token charges dramatically when using cached prefixes.
- Reasoning Tokens: Models like OpenAI o1, o3-mini, and DeepSeek R1 bill generated internal thinking tokens at completion rates, which can quickly multiply costs on complex prompts.
- Batch API Processing: Most providers offer a 50% discount for asynchronous eval runs and offline benchmarking with 24h turnaround.
In your terminal
Use this catalog directly in your terminal.
The entire pricing catalog is embedded directly into the pareto CLI binary at compile-time. You can run evaluations offline, behind corporate firewalls, and in CI without downloading pricing files.
# View the embedded catalog in your terminal
$ pareto pricing
# Evaluate run costs and sweet spots
$ pareto evaluate --models gpt-4o,claude-3-5-sonnet results.json
# Use private or negotiated enterprise rates
$ pareto evaluate --pricing ./pareto.pricing.json results.jsonHow often is this pricing catalog updated?
The pricing catalog is monitored continuously via automated weekly verification against official provider documentation and community price feeds. When provider rates change, updates are merged into the catalog and deployed to both the website and CLI feeds.
How do I configure custom or negotiated rates?
Place a pareto.pricing.json in your project root or pass --pricing <path>. Custom rates override matching models in the catalog, ensuring evaluation reports reflect your exact contract terms.
What are prompt caching read vs. write costs?
Providers like Anthropic, OpenAI, and DeepSeek charge a one-time fee to cache prompt prefixes into memory (Cache Write), and then offer discounts (often 50% to 95%) on subsequent requests that reuse that exact cached prefix (Cache Read).
How are reasoning tokens counted?
Reasoning models (such as OpenAI o1, o3-mini, and DeepSeek R1) produce internal chain-of-thought tokens that are billed at completion rates, even though they may not appear in the final visible message output. ParetoOps accounts for these tokens in all eval cost calculations.