Capabilities & practical fit
Coding & agents
OpenAI describes improvements in debugging, coding, computer use and professional workflows. We did not reproduce its evaluation results.
Routing & classification
Suitable to evaluate when a workflow needs both decisions and generated explanations; specialized routing quality remains unverified.
Output & integration
Generative output through the API, ChatGPT Work and Codex. The launch post lists $2 input, $0.10 cached input and $10 output per million tokens; verify current billing.
Editorial fit
Editorial interpretation: compare against Astra on representative everyday work rather than assuming equal performance on every task.
Capability descriptions reflect provider positioning. Editorial fit is an interpretation, not a measured benchmark.
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