THE GENERATION-DETECTION GAP: A STUDY OF DEEPFAKE PROLIFERATION AND RESPONSE IN THE GULF REGION DURING THE 2026 CONFLICT

Abstract

This mixed-methods study examined the generation-detection gap for deepfakes circulating across Gulf Cooperation Council states during the active combat phase of the 2026 Gulf conflict. The generation-detection gap was defined as the proportion of high-impact synthetic content exceeding 1,000 interactions within 72 hours that was not flagged by any detection system within 24 hours of posting. We analyzed a corpus of 1,912 public audiovisual items posted between February 1 and April 10, 2026, applied four detection systems to the full corpus, and conducted semi-structured interviews with 14 journalists, platform trust-and-safety staff, regulators, and forensic analysts. Results showed that 53.7% of high-impact items were not flagged within 24 hours. The gap was widest for audio content (74.8%) and items targeting political leaders (58.6%). Median time to 1,000 interactions was 2.1 hours, while median detection latency was 4.8 hours. Logistic regression indicated that audio modality (OR = 0.32, 95% CI [0.24, 0.42]) and political targets {OR = 0.61, 95% CI (0.49, 0.76)} significantly reduced odds of detection, whereas higher 24-hour engagement modestly increased odds (OR = 1.08, 95% CI [1.02, 1.14]). Items not detected at 24 hours had a median final engagement that was 3.2 times higher than detected items. The data from the interviews indicated that the three factors that impeded the process of latency were the absence of real-time Gulf Arabic audio detectors, the difference between the capacity for generation and that of forensic work, and the difficulty of attribution for content with heads of state. The results indicate that the difference is technical and procedural, and directly impacts harm. To minimize the time period during which synthetic media influences discourse without labels, there is a need to detect targets within sub-hours, to invest in models for each dialect, and to establish protocols for sharing information during wartime