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AI Security

Open weight models versus API cost: what the published prices show

Hosted open weight models are listed at a fraction of frontier API prices, and renting GPUs adds a third option. A comparison from price pages fetched on 18 October 2026.

Oct 18, 20263 min read
AI Security

GPU cost per million tokens for self hosting: an estimate with the method

Rented GPU hourly prices are public. Throughput is not, so the cost per million tokens is an estimate. Here is the formula, a table across assumptions, and a script.

Oct 18, 20264 min read
AI Security

An AI FinOps checklist for teams paying for model APIs

Fifteen checks that keep model spend visible and controllable, each tied to something the vendors publish: usage fields, cache rules, batch discounts, price changes and surcharges.

Oct 18, 20263 min read
AI Security

How context window size affects what you pay

A bigger window does not cost more by itself, but filling it does. Here is how Anthropic, OpenAI and Google price long prompts, and how a growing context compounds across turns.

Oct 18, 20263 min read
AI Security

Claude Max vs Pro vs the API for heavy coding use

Anthropic publishes plan prices and usage multiples, not token limits. Here is what the published tiers say and a scenario you can rerun with your own numbers.

Oct 18, 20264 min read
AI Security

ChatGPT Plus vs Pro vs the OpenAI API for coding

OpenAI publishes plan prices, message estimates and API token prices. Here is how they line up for coding with Codex, and where the published numbers stop.

Oct 18, 20264 min read
AI Security

Gemini plans vs the Gemini API for coding

Google AI plans list prices and relative limits for coding tools. The Gemini API lists per token prices, some of which change on dated schedules. Here is how they compare.

Oct 18, 20264 min read
AI Security

What a million tokens costs across frontier models, 18 Oct 2026

A dated price table from the vendors' own pages, plus a blended cost for one million tokens and a script to recompute it with your own input to output mix.

Oct 18, 20266 min read
AI Security

Free AI tiers and what they really give you

Free plans from Claude, ChatGPT, Gemini, GitHub Copilot and others, read from the vendors' own pages: what is included for coding, what is capped, and how your data is treated.

Oct 18, 20263 min read

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