Verified DatasetWeekly Multi-Provider Audit

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.

Frontier AI Model Pricing Matrix

ModelProviderInput / 1MCached / 1MOutput / 1MContextVerified DateOfficial Source
Claude Fable 5.1Anthropic$10.00$0.25$50.00200kSeptember 8, 2026Anthropic Official Pricing
Claude Opus 5Anthropic$5.00$0.50$25.00200kSeptember 8, 2026Anthropic Official Pricing
Claude Sonnet 5Anthropic$3.00$0.20$15.00200kSeptember 8, 2026Anthropic Official Pricing
Claude Haiku 4.5Anthropic$1.00$0.10$5.00200kSeptember 8, 2026Anthropic Official Pricing
GPT-6 AstraOpenAI$10.00$5.00$50.00256kSeptember 8, 2026OpenAI Official Pricing
GPT-5.6 SolOpenAI$4.00$2.00$20.00200kSeptember 8, 2026OpenAI Official Pricing
GPT-5.6 TerraOpenAI$2.00$1.00$12.00128kSeptember 8, 2026OpenAI Official Pricing
GPT-5.6 LunaOpenAI$0.20$0.10$1.20128kSeptember 8, 2026OpenAI Official Pricing
OpenAI o3OpenAI$2.00$1.00$8.00200kSeptember 8, 2026OpenAI Official Pricing
OpenAI o3-proOpenAI$20.00$10.00$80.00256kSeptember 8, 2026OpenAI Official Pricing
OpenAI o4-miniOpenAI$1.10$0.55$4.40128kSeptember 8, 2026OpenAI Official Pricing
Gemini 3.8 FlashGoogle$0.75$0.0750$3.751.05MSeptember 8, 2026Google Cloud / AI Studio Pricing
Gemini 3.1 ProGoogle$2.00$0.20$12.002.10MSeptember 8, 2026Google Cloud / AI Studio Pricing
Gemini 2.5 Flash-LiteGoogle$0.10$0.0250$0.401.05MSeptember 8, 2026Google Cloud / AI Studio Pricing
DeepSeek-V4.1-FlashDeepSeek$0.20$0.0050$0.801.05MSeptember 8, 2026DeepSeek Official API Pricing
Llama 4 Scout (109B)Meta / Open$0.30None$0.6010MSeptember 8, 2026Meta Llama on Together AI / Groq
Llama 4 Maverick (400B)Meta / Open$0.80None$1.601MSeptember 8, 2026Meta Llama on Together AI / Fireworks
Mistral Large 3Mistral AI$0.50$0.10$1.50128kSeptember 8, 2026Mistral AI Official Pricing
Mistral Small 4Mistral AI$0.15$0.0300$0.60128kSeptember 8, 2026Mistral AI Official Pricing

Recent Pricing Changes & Market Movements

Claude Sonnet 5(Anthropic)Launch

Released at $3.00/1M input and $15.00/1M output, with prompt caching write at $3.75/1M and read at $0.30/1M.

August 2026
GPT-6 Astra(OpenAI)Launch

Introduced frontier omni tier at $10.00/1M input and $50.00/1M output with 50% caching discount.

August 2026
DeepSeek-V4.1-Flash(DeepSeek)Price Drop

Updated to $0.27/1M input and $1.10/1M output; disk-cached prompt hits discounted to $0.028/1M.

August 2026
Gemini 3.8 Flash(Google)Verification

Baseline 1M context pricing confirmed at $0.75/1M input and $3.75/1M output.

July 2026
OpenAI o3(OpenAI)Launch

General availability pricing at $15.00/1M input and $60.00/1M reasoning output.

June 2026

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. Weekly Audit Frequency

Our engineering team reviews active model pricing schedules weekly. In addition, automated web hooks and community pull requests alert us immediately when frontier providers announce price drops or new model revisions.

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.