Deepfake verification is no longer an edge case—it's a backend requirement Deepfakes are the new phishing. If 76% of UK organizations have already been hit by a deepfake attack, we are witnessing a systemic failure in traditional media authentication. For developers building tools for investigators, insurers, or legal teams, the message is clear: the era of manual visual review is over. We are moving toward a mandatory "verify via algorithm" workflow. The technical gap is startling. While research suggests human accuracy in spotting high-fidelity deepfakes is near zero, the infrastructure to automate detection and comparison is still absent from the average investigator's toolkit. This isn't just about spotting a "glitchy" video; it's about shifting the architectural paradigm of how we handle media evidence.…