Building reliable media analysis systems.
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It is tempting to compress media analysis into a single number and a red or green badge. The number is convenient, but a useful decision needs context: what was analyzed, how much of it was covered, and whether the analysis completed successfully.
Media analysis takes time. A reliable integration treats that time as part of the workflow: the user can leave the page, a network request can fail, and the application can recover without losing track of the submission.
A detection system is useful when it helps your team make better decisions on the media it actually receives. Evaluation should therefore begin with your workload and the action a result will trigger.