The video pits three AI coding tools against each other on pure cost-efficiency: OpenAI Codex, Anthropic Claude Code, and Cursor. The central question is which subscription or model pairing delivers the most usable output per dollar spent, not which one has the best benchmarks.

The breakdown matters because pricing structures differ significantly across the three. Cursor operates on a seat-based subscription with usage caps, Claude Code bills by token consumption through the API, and Codex sits inside the ChatGPT ecosystem with its own tier logic. Choosing wrong means either hitting walls mid-project or overpaying for headroom you never use.

The full video is worth watching for the side-by-side cost modeling and the specific thresholds where each tool stops making financial sense. The sponsor is Blacksmith, and collaborator Adam from heyadam.xyz contributes to the analysis.

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