Why Deepfakes Require Multi-Step Verification
Visual realism has improved quickly, but distribution is even faster. Teams handling sensitive media need screening steps before publication or escalation.
Common Red Flags in Synthetic Media
Look for temporal inconsistencies across frames, irregular facial boundaries, unnatural motion transitions, and mismatch between audio cadence and lip movement. No single signal is conclusive on its own.
Recommended Deepfake Detection Sequence
Start with automated deepfake detection analysis, then verify provenance: original upload source, edit history, and publication context. High-risk cases should be escalated for manual investigation.
Operationalizing Deepfake Review
AIGuardian provides image and video workflows so teams can apply a consistent deepfake detection first-pass check before human validation.