AI Cost Management

3 articles tagged "AI Cost Management"

Explore our collection of articles about ai cost management. These posts cover practical insights for enterprise AI governance, compliance, and infrastructure teams.

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LLM Gateway AI FinOps

Token Counts Explained: Why the Same Text Costs Differently

We counted one sentence, one line of code and one JSON object with four tokenizers. Prose matched everywhere; code and JSON did not. Here is how to test your own payloads.

Oct 27, 2026 7 min

Mellum Open Models

Mellum2.1: When Does a Local Coding Agent Pay Off?

Compare the full cost of local and hosted coding agents, including GPU capacity, team time, failed fixes, review work, and data controls.

Oct 12, 2026 6 min

Tokenomics LLM Gateway

AI Tokenomics: Comparing Token Costs Across Claude, OpenAI, Gemini, and Cursor

Tokenomics explained: input, output, cache-read and cache-write tokens, a Claude vs OpenAI vs Gemini vs Cursor cost comparison, and how to measure it.

Jun 24, 2026 7 min

Weekly governance insights for engineering leaders

Read the patterns behind governed AI delivery, then turn them into tracked workflows with Axiom Studio.

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