AI Model Pricing, Explained

Tokens, Input vs Output, and What Models Really Cost in 2026

Key takeaways

AI model pricing looks cryptic — "$3 per million input tokens, $15 per million output" — but the system underneath is simple, and understanding it explains why some AI subscriptions cost $5 and others $200. Here's how it works, with live 2026 prices below.

Tokens: the Unit Everything Is Priced In

Models don't read words; they read tokens — chunks of roughly ¾ of an English word. "Understanding" is one word but may be two tokens; 1,000 tokens is about 750 words. Every price you'll ever see for AI is per token, usually quoted per million.

Input vs Output Pricing

Providers charge separately for input (your prompt, attached files, and the whole conversation so far) and output (the model's reply). Output typically costs 3-5x more than input, because generating text is more computationally expensive than reading it. Long conversations get gradually costlier: each new message re-sends the growing history as input.

Why Prices Vary 1000x Between Models

The spread is enormous: free models cost $0, budget models pennies per million tokens, and premium reasoning flagships can exceed $75 per million output tokens. You're paying for model size, reasoning capability, and provider margins. The live table below ranks today's cheapest paid models — note how many capable models sit under $1 per million.

What This Means for Your Subscription

Subscription apps convert token pricing into something humans can budget: a monthly usage allowance. On CoreAI, every plan includes a monthly allowance that works across all 300+ models — chat with a $0.10/1M budget model and it barely dents the allowance; lean on a premium reasoning model and it draws proportionally more. One subscription, no per-token invoices, no surprise bills.

How to Spend Less on AI

Live Prices: The Cheapest Paid Models Right Now

ModelProviderContextInput $/1MOutput $/1M
inclusionAI: Ling-2.6-flash Inclusionai 262K $0.01 $0.03
Mistral: Mistral Nemo Mistral AI 131K $0.02 $0.04
Sao10K: Llama 3 8B Lunaris Sao10k 8K $0.04 $0.05
MythoMax 13B Gryphe 4K $0.06 $0.06
Mistral: Mistral Small 3 Mistral AI 33K $0.05 $0.08
Meta: Llama 3.1 8B Instruct Meta 131K $0.05 $0.08
Nex AGI: Nex-N2-Mini Nex-agi 262K $0.02 $0.10
IBM: Granite 4.1 8B Ibm-granite 131K $0.05 $0.10
Reka Edge Rekaai 16K $0.10 $0.10
Mistral: Ministral 3 3B 2512 Mistral AI 131K $0.10 $0.10
Google: Gemma 3 4B Google 131K $0.05 $0.10
Qwen: Qwen2.5 7B Instruct Qwen 33K $0.04 $0.10

Ranked by output price per million tokens, straight from the live catalog.

Frequently Asked Questions

What is a token in AI pricing?
A token is the unit models process — roughly ¾ of an English word, so 1,000 tokens is about 750 words. All AI pricing is quoted per token, usually per million tokens.
Why do AI models charge more for output than input?
Generating text token-by-token costs more compute than reading it. Most providers price output 3-5x above input, which is why long AI replies cost more than long prompts.
How much does GPT-5 or Claude cost per message?
A typical message exchange (a few hundred tokens each way) on a premium model costs a fraction of a cent to a few cents, depending on conversation length. On CoreAI you never see per-message bills — usage draws from your plan's monthly allowance.
What is the cheapest way to use AI in 2026?
Free-tier models cost nothing and handle everyday tasks well. Beyond that, a multi-model subscription like CoreAI is usually cheaper than stacking single-provider subscriptions, since one allowance covers every model.

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