Where the workflow shifted
OpenAI API pricing exposes model, input, output, and capability-level cost differences, which means AI product pricing needs to explain what consumes credits.
If a product uses expensive models, long context, images, or voice, the pricing page should clarify which actions consume more usage and when buyers may need to upgrade.
Tool names are not outcomes
The signal matters when it changes how a team ships, reviews, or recovers work, not when it only names another tool.
Check permissions and failure
- Label high-cost actions such as generation, analysis, batch jobs, voice, image, or long-context workflows
- Keep the test narrow: one low-risk task or tool entry before connecting permissions, logs, failure handling, and human takeover to production
What still needs proof
Hidden cost units surprise heavy users and make light users assume every capability is unlimited. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.