The report is the product
of radiology

Nothing above requires AI; everything above gets easier with it. Structuring what the radiologist dictates in real time, pulling the prior automatically, suggesting the classification with the criterion cited, turning the critical finding into a protocol with a record: it is layer work, not replacement.

The measured result of this layer, in production: a median of 52 seconds from editor to signature, with 54.6% of reports going out in under a minute and an average of 3 to 5 minutes in complex cases. The time goes back to the image and to the difficult case.

For the radiologist, the report organizes reasoning and communication. For the requester, it needs to deliver findings and impression without ambiguity. For the institution, it needs to preserve standard, authorship, version and delivery path. A good document serves all three without forcing the physician to work as a formatter.

Structure helps when it reduces omission and rework; it gets in the way when it becomes a rigid form. The design adopted here uses the template as a starting point, allows exceptions and keeps the review open until signature. What the AI suggested and what the physician decided remain distinguishable in the audit trail.

Those who report on their own can start with their own templates on the individual plan. A clinic, hospital or teleradiology service also needs to evaluate integration, permissions, shared templates, CRIT and operations metrics. The same editor takes part in both scenarios, but governance and accountability change when the report stops being one person's work and becomes an institution's process.