AI Model Pricing Intelligence & Data Registry
Every price displayed on TokenMath is actively monitored, cross-verified against official provider documentation, and timestamped. Explore our centralized dataset, audit log, and verification methodology.
AI Model Pricing & Workload Dataset
39 tracked AI models across 9 provider ecosystems| Model & API ID | Provider | Input / 1M | Cached / 1M | Output / 1M | Context | Lifecycle | Accuracy Tier | Verified Date | Official Source |
|---|---|---|---|---|---|---|---|---|---|
Anthropic | $10.00 | $0.25 | $50.00 | 1M | current | Calibrated Claude Tokenizer (±3%) | 2026-10-11 07:55 UTC | Anthropic Official Pricing | |
Anthropic | $5.00 | $0.50 | $25.00 | 1M | current | Calibrated Claude Tokenizer (±3%) | 2026-10-11 07:55 UTC | Anthropic Official Pricing | |
Anthropic | $2.00 | $0.20 | $10.00 | 1M | current | Calibrated Claude Tokenizer (±3%) | 2026-10-11 07:55 UTC | Anthropic Official Pricing | |
Anthropic | $1.00 | $0.10 | $5.00 | 200k | current | Calibrated Claude Tokenizer (±3%) | 2026-10-11 07:55 UTC | Anthropic Official Pricing | |
OpenAI | $10.00 | $1.00 | $50.00 | 1.05M | current | Exact BPE | 2026-10-11 07:55 UTC | OpenAI Official Pricing | |
OpenAI | $4.00 | $0.40 | $20.00 | 1.05M | current | Exact BPE | 2026-10-11 07:55 UTC | OpenAI Official Pricing | |
OpenAI | $2.00 | $0.20 | $12.00 | 1.05M | current | Exact BPE | 2026-10-11 07:55 UTC | OpenAI Official Pricing | |
OpenAI | $0.20 | $0.02 | $1.20 | 1.05M | current | Exact BPE | 2026-10-11 07:55 UTC | OpenAI Official Pricing | |
OpenAI | $2.00 | $0.50 | $8.00 | 200k | current | Exact BPE | 2026-10-11 07:55 UTC | OpenAI Official Pricing | |
OpenAI | $20.00 | None | $80.00 | 256k | current | Exact BPE | 2026-10-11 07:55 UTC | OpenAI Official Pricing | |
OpenAI | $1.10 | $0.275 | $4.40 | 200k | current | Exact BPE | 2026-10-11 07:55 UTC | OpenAI Official Pricing | |
Google | $0.75 | $0.075 | $3.75 | 1.05M | current | Calibrated Gemini Tokenizer (±4%) | 2026-10-11 07:55 UTC | Google Cloud / AI Studio Pricing | |
Google | $2.00 | $0.20 | $12.00 | 1.05M | preview | Calibrated Gemini Tokenizer (±4%) | 2026-10-11 07:55 UTC | Google Cloud / AI Studio Pricing | |
Google | $0.10 | $0.01 | $0.40 | 1.05M | current | Calibrated Gemini Tokenizer (±4%) | 2026-10-11 07:55 UTC | Google Cloud / AI Studio Pricing | |
DeepSeek | $0.30 | $0.006 | $1.20 | 1.05M | current | Calibrated DeepSeek Tokenizer (±3%) | 2026-10-11 07:55 UTC | DeepSeek Official API Pricing | |
Meta / Together Host: Together AI | $0.18 | None | $0.59 | 328k | legacy | Calibrated Llama 3 Tokenizer (±3%) | 2026-09-15 12:00 UTC | Meta Llama on Together AI / Groq | |
Meta / Together Host: Together AI | $0.27 | None | $0.85 | 1M | legacy | Calibrated Llama 3 Tokenizer (±3%) | 2026-09-12 19:48 UTC | Together AI Serverless Pricing | |
Mistral AI | $0.50 | $0.05 | $1.50 | 256k | current | Calibrated Mistral Tokenizer (±3%) | 2026-10-11 07:55 UTC | Mistral AI Official Pricing | |
Mistral AI | $0.15 | $0.015 | $0.60 | 256k | current | Calibrated Mistral Tokenizer (±3%) | 2026-10-11 07:55 UTC | Mistral AI Official Pricing | |
xAI | $2.00 | $0.50 | $6.00 | 500k | current | Calibrated xAI Tokenizer (±3%) | 2026-10-11 07:55 UTC | xAI Official API Pricing | |
xAI | $2.00 | None | $10.00 | 128k | legacy | Calibrated xAI Tokenizer (±3%) | 2026-09-15 14:30 UTC | xAI Official API Pricing | |
xAI | $0.20 | None | $1.00 | 128k | legacy | Calibrated xAI Tokenizer (±3%) | 2026-09-15 14:30 UTC | xAI Official API Pricing | |
Alibaba / Qwen Host: Together AI | $0.35 | $0.175 | $0.40 | 128k | legacy | Calibrated Qwen Tokenizer (±3%) | 2026-09-15 14:30 UTC | Together AI Official Pricing | |
Alibaba / Qwen Host: Together AI | $0.80 | None | $0.80 | 128k | legacy | Calibrated Qwen Tokenizer (±3%) | 2026-09-15 14:30 UTC | Together AI Official Pricing | |
Cohere | $2.50 | $0.25 | $10.00 | 128k | legacy | Calibrated Cohere Tokenizer (±3%) | 2026-09-15 14:30 UTC | Cohere Official API Pricing | |
Cohere | $0.15 | $0.015 | $0.60 | 128k | legacy | Calibrated Cohere Tokenizer (±3%) | 2026-09-15 14:30 UTC | Cohere Official API Pricing | |
Mistral AI | $0.30 | $0.03 | $0.90 | 256k | current | Exact BPE | 2026-10-11 07:55 UTC | Mistral AI Official Inference Pricing | |
DeepSeek | $0.14 | $0.014 | $0.28 | 128k | legacy | Exact BPE | 2026-09-15 15:00 UTC | DeepSeek API Official Pricing | |
Google | $0.30 | $0.03 | $2.50 | 1.05M | current | Calibrated Gemma Tokenizer (±3%) | 2026-10-11 07:55 UTC | Google Cloud Vertex AI Pricing | |
Meta / Together Host: Together AI | $3.50 | None | $3.50 | 128k | legacy | Exact BPE | 2026-09-15 15:00 UTC | Together AI Serverless Pricing | |
OpenAI | $15.00 | $7.50 | $60.00 | 200k | legacy | Exact BPE | 2026-09-15 15:00 UTC | OpenAI Official Pricing | |
OpenAI | $0.30 | $0.03 | $1.20 | 400k | current | Exact BPE | 2026-10-11 07:55 UTC | OpenAI Official Pricing | |
OpenAI | $0.80 | $0.20 | $3.20 | 200k | current | Exact BPE | 2026-10-11 07:55 UTC | OpenAI Official Pricing | |
Google | $4.00 | $0.40 | $18.00 | 1.05M | current | Calibrated Gemini Tokenizer (±4%) | 2026-10-11 07:55 UTC | Google Cloud / AI Studio Pricing | |
DeepSeek | $0.28 | $0.028 | $0.42 | 256k | current | Calibrated DeepSeek Tokenizer (±3%) | 2026-10-11 07:55 UTC | DeepSeek Official API Pricing | |
Meta / Together | $0.25 | $0.06 | $0.85 | 1M | current | Calibrated Llama 3 Tokenizer (±3%) | 2026-10-11 07:55 UTC | Together AI / Meta Official Pricing | |
Alibaba / Qwen | $0.455 | $0.18 | $1.82 | 128k | current | Calibrated Qwen Tokenizer (±2%) | 2026-10-11 07:55 UTC | Alibaba Cloud / Qwen Official Pricing | |
Cohere | $2.50 | $0.20 | $10.00 | 256k | current | Calibrated Cohere Tokenizer (±2%) | 2026-10-11 07:55 UTC | Cohere Official Pricing | |
xAI | $0.40 | $0.10 | $1.60 | 512k | current | Calibrated xAI Tokenizer (±3%) | 2026-10-11 07:55 UTC | xAI Official Pricing |
Recent Pricing Changes & Market Movements
View Full Audit Ledger (28 entries)Input: $2.5/M, Output: $10/M
Input: $0.455/M, Output: $1.82/M
Input: $0.28/M, Output: $0.42/M
Added OpenAI compact balanced model GPT-5.6 Mini ($0.30 in / $0.03 cached / $1.20 out) with 400,000 token context and 90% cached-read discount.
Added OpenAI reasoning successor o5-mini ($0.80 in / $0.20 cached / $3.20 out) with 200,000 token context and 75% cached-read discount.
Added Google Gemini 3.8 Pro general availability ($4.00 in / $0.40 cached / $18.00 out) with 1M native context, tiered >200k long-context pricing (2.0x in / 1.5x out), and 90% cached-read discount.
Added DeepSeek-V4.1-Reasoner ($0.50 in / $0.01 cached / $2.50 out) with 256K context, 98% prefix-cache discount, and 50% off-peak pricing.
Added Meta / Together balanced model Llama 4 Vivas ($0.25 in / $0.06 cached / $0.85 out) with 1M context and 76% cached-read discount.
How TokenMath Verifies AI Pricing
TokenMath is built on transparency. We never scrape unverified aggregator blogs or fabricate rates. Here is our exact verification standard:
1. Primary Source Verification Only
All pricing values are sourced directly from official provider developer documentation (e.g. openai.com/api/pricing, anthropic.com/pricing, ai.google.dev/pricing, or direct cloud billing tables). Every single model links to its canonical source.
2. Continuous Verification & Daily Checks
Our automated pipeline runs daily source checks against primary documentation and APIs, followed by engineering review for any detected price or specification drift.
3. Exact vs Estimated Distinction
Token prices for text inference are 100% exact math based on official per-million token rates. For vision and multimodal inputs, calculations adhere strictly to the provider's published patch tiling algorithms (such as OpenAI's 512px tile formula and Anthropic's pixels/750 rule).
4. Handling Tiered & Batch Nuances
Where providers offer Batch API discounts (50% off for 24h turnaround) or prompt caching reductions (50% to 90% off), we model both standard synchronous rates and discounted tiers explicitly without obscuring the true baseline cost.