Decide fast, be right, do it in public. That is the newsroom version of the deepfake problem, and it is brutal. A wrong call either amplifies a fake or kills real footage. Both cost trust.

One: provenance before detection. Source, metadata, chain of custody. Run this first because most fakes die here, quietly, without any AI involved. Detection is for the survivors.

Two: detectors are evidence, not oracles. No tool single-handedly clears or kills a story. Run the check, note the confidence, fold it into traditional verification. The detector is one witness. Not the judge.

Three: know your tool's blind spots, because it has them. Every detector is weaker on some generation methods than others. If your desk cannot name what its tool misses, it will get burned by exactly that gap, live, on air. Ask the vendor directly and do not accept a shrug.

Four: speed and a paper trail. Breaking news needs fast answers, but you will have to show your work later. Pick tools that log their analysis. A black box that returns a bare verdict leaves you defending a number you cannot explain.

Five: a human escalation path. Uncertain scores go to someone trained to investigate, not to an intern guessing under deadline pressure. The workflow around the tool matters as much as the tool. More, honestly.

Bonus for field reporters: a mobile app to detect deepfake video can run a first-pass check from the scene before the footage reaches the desk. Useful? Sometimes. A pocket AI deepfake checker is no substitute for the newsroom's reviewed pipeline, but on deadline it beats guessing. A deepfake detector app is triage. Treat it that way.

And when the desk compares vendors, skip the marketing pages and interrogate the testing. Any serious deepfake detection tool should survive questions about training data and failure modes. I say this to newsrooms constantly: the slick interface tells you nothing; the methodology tells you everything.

For per-item verification with a documented verdict, that is what I do. Send the file, get an answer you can stand behind, with the work shown.