GitHub compares Copilot with direct model API access by separating model calls from the surrounding development system. Copilot is positioned as tooling that connects issues, repositories, editors, terminals, tests, pull requests, and organization policies. Its plans include a monthly allocation of GitHub AI Credits, while metered usage is calculated from input, output, and cached tokens at the listed model rate. Raw API access instead gives teams control over prompts, retrieval, routing, logging, security, and billing. The article argues that the right choice depends on which layer a team needs to own.
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