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AI vs. AI: Why Deepfake Detection Alone Won’t Protect Your Enterprise

  • Sandy Kronenberg--securityboulevard.com
  • published date: 2025-11-20 00:00:00 UTC

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<p><span data-contrast="auto">AI has become hackers’ new favorite weapon. Deepfakes such as synthetic video, audio and text that mimic real people are no longer science fiction. <a href="https://securityboulevard.com/2025/10/seeing-is-no-longer-believing-how-deepfakes-are-supercharging-scams/" target="_blank" rel="noopener">They are operational tools of fraud.</a> If you think detection alone will save you, think again.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">This is no longer humans against machines. It is AI against AI. Attackers are using generative AI to create convincing identities. Defenders must leverage AI to verify authenticity in real-time. The side that adapts faster wins.</span><span data-ccp-props="{}"> </span></p><h3 aria-level="2"><span data-contrast="auto">Why Detection Isn’t Enough</span><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":360,"335559739":120}'> </span></h3><p><span data-contrast="auto">Most detection tools work like referees watching the replay. They analyze pixels or audio after the fact. However, by the time a fake is flagged, the damage is already done. A voice clone has already tricked finance into sending millions. A synthetic face has already talked its way past your help desk.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">Many detection models are also flawed by design. They are trained on known fakes, leaving them blind to new zero-day variations. They struggle with compressed video, poor lighting and low-bandwidth calls. They often return shaky ‘confidence scores’ that offer little assurance in high-stakes environments.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">Fraud attempts tied to deepfakes surged </span><a href="https://www.entrust.com/resources/reports/identity-fraud-report?edc_redirect=Onfido-Redirect" target="_blank" rel="noopener"><span data-contrast="none">3,000% in 2023</span></a><span data-contrast="auto">, with businesses now facing average losses of at least $500,000 per incident. By 202</span><span data-contrast="auto">7</span><span data-contrast="auto">, global losses from deepfake-enabled fraud are projected to exceed $</span><a href="https://www.deloitte.com/us/en/insights/industry/financial-services/deepfake-banking-fraud-risk-on-the-rise.html" target="_blank" rel="noopener"><span data-contrast="none">40 billion annually</span></a><span data-contrast="auto"> in the U.S alone. Humans are no backstop – studies show we correctly spot high-quality deepfakes less than 25% of the time.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">The result: Attackers no longer need to break into your network. They only need to break into your trust.</span><span data-ccp-props="{}"> </span></p><h3 aria-level="2"><span data-contrast="auto">Real-World Proof</span><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":360,"335559739":120}'> </span></h3><p><span data-contrast="auto">If the numbers seem abstract, look at the headlines. </span><a href="https://www.cnn.com/2024/02/04/asia/deepfake-cfo-scam-hong-kong-intl-hnk" target="_blank" rel="noopener"><span data-contrast="none">A multinational corporation lost $25 million</span></a><span data-contrast="auto"> when employees were duped by a deepfake CFO on a video call. A UK energy firm CEO was </span><a href="https://www.forbes.com/sites/jessedamiani/2019/09/03/a-voice-deepfake-was-used-to-scam-a-ceo-out-of-243000/" target="_blank" rel="noopener"><span data-contrast="none">tricked into wiring $243,000</span></a><span data-contrast="auto"> after fraudsters cloned the voice of his German parent company’s chief executive. Even MGM, a Fortune 500 company, saw </span><a href="https://blog.netwrix.com/mgm-cyber-attack" target="_blank" rel="noopener"><span data-contrast="none">$84 million in losses</span></a><span data-contrast="auto"> after a social engineering attack that began with impersonation.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">These incidents are not isolated. The FBI reports that Americans lost $16.6 billion to online scams in 2024, and McAfee found that deepfake-enabled fraud </span><a href="https://www.mcafee.com/blogs/security-news/this-week-in-scams-16-6-billion-lost-deepfakes-rise-and-google-email-scams-emerge/" target="_blank" rel="noopener"><span data-contrast="none">caused over $200 million in losses in just the first quarter of 2025</span></a><span data-contrast="auto">. On average, each of us now encounters three deepfakes a day, whether in fake videos, cloned voices or synthetic emails.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">This is the new attack surface. Deepfakes don’t go after firewalls or code; they target people. They exploit the instinct to trust a familiar voice or face.</span><span data-ccp-props="{}"> </span></p><h3 aria-level="2"><span data-contrast="auto">The Blind Spot in Today’s Security</span><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":360,"335559739":120}'> </span></h3><p><span data-contrast="auto">Traditional security tools, such as endpoint detection, identity verification (IDV), identity and access management (IAM) and identity threat detection and response (ITDR), were built to spot stolen passwords, malware or policy violations. None of them can tell you if the ‘executive’ on a Zoom call is real or synthetic.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">This blind spot is dangerous, as most attacks aren’t single-channel. A phishing email primes the victim. A vishing call applies pressure. A video meeting seals the deal. Point solutions that analyze only video, only audio or only email miss the choreography.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">This isn’t just a technical gap; it’s a strategic gap. When deepfakes undermine identity itself, every organization is one convincing impersonation away from disaster.</span><span data-ccp-props="{}"> </span></p><h3 aria-level="2"><span data-contrast="auto">How Attackers Exploit Industries</span><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":360,"335559739":120}'> </span></h3><p><span data-contrast="auto">No sector is immune, but the tactics differ:</span><span data-ccp-props="{}"> </span></p><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="2" data-list-defn-props='{"335552541":1,"335559685":720,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"●","469777815":"multilevel"}' data-aria-posinset="1" data-aria-level="1"><span data-contrast="auto">Financial Services: Wire transfer instructions or account changes, backed by synthetic voices or video</span><span data-ccp-props="{}"> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="2" data-list-defn-props='{"335552541":1,"335559685":720,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"●","469777815":"multilevel"}' data-aria-posinset="2" data-aria-level="1"><span data-contrast="auto">Retail: Fake customers demanding refunds or loyalty point cash-outs</span><span data-ccp-props="{}"> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="2" data-list-defn-props='{"335552541":1,"335559685":720,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"●","469777815":"multilevel"}' data-aria-posinset="3" data-aria-level="1"><span data-contrast="auto">Government: Deepfake citizens applying for benefits, passports or licenses</span><span data-ccp-props="{}"> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="2" data-list-defn-props='{"335552541":1,"335559685":720,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"●","469777815":"multilevel"}' data-aria-posinset="4" data-aria-level="1"><span data-contrast="auto">Title Companies: Fraudulent closings and swapped wire transfer details</span><span data-ccp-props="{}"> </span></li></ul><p><span data-contrast="auto">The pattern is the same: AI-generated humans exploiting the weakest link — our instinct to trust.</span><span data-ccp-props="{}"> </span></p><h3 aria-level="2"><span data-contrast="auto">Fighting AI With AI</span><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":360,"335559739":120}'> </span></h3><p><span data-contrast="auto">Detection is necessary but not enough. What enterprises need is continuous, contextual verification. Instead of asking ‘Does this clip look fake?</span><i><span data-contrast="auto">’</span></i><span data-contrast="auto">, we must ask ‘Does this behavior match past verified patterns?’</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">This requires real-time validation across video, voice, email and chat using 50+ metadata signals such as device fingerprints, geolocation and behavioral patterns. It means ensemble AI models that fuse biometric, behavioral and contextual analysis into a confidence score displayed instantly to users. It also means federated validators and blockchain-backed provenance to ensure that what you see, hear and read is verifiable. For example, if a CEO ‘calls’ at 2:15 a.m. from Nigeria, when no such call has ever originated from that region or time, the system should flag it instantly.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">This is not about detection alone; it’s about restoring digital trust.</span><span data-ccp-props="{}"> </span></p><h3 aria-level="2"><span data-contrast="auto">Leadership in the Age of Synthetic Fraud</span><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":360,"335559739":120}'> </span></h3><p><span data-contrast="auto">Executives cannot outsource this to IT. Synthetic impersonation is a board-level issue as it strikes at the foundation of enterprise trust. Leaders must:</span><span data-ccp-props="{}"> </span></p><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="1" data-list-defn-props='{"335552541":1,"335559685":720,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"●","469777815":"multilevel"}' data-aria-posinset="1" data-aria-level="1"><span data-contrast="auto">Fight AI With AI: Deploy real-time verification that validates identity continuously across media.</span><span data-ccp-props="{}"> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="1" data-list-defn-props='{"335552541":1,"335559685":720,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"●","469777815":"multilevel"}' data-aria-posinset="2" data-aria-level="1"><span data-contrast="auto">Assume Breach at the Human Layer: Protect not just systems, but conversations.</span><span data-ccp-props="{}"> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="1" data-list-defn-props='{"335552541":1,"335559685":720,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"●","469777815":"multilevel"}' data-aria-posinset="3" data-aria-level="1"><span data-contrast="auto">Condition Teams for Resilience: Notify employees that the next ‘CEO call’ may be an AI-generated lie.</span><span data-ccp-props="{}"> </span></li></ul><p><span data-contrast="auto">Generative AI has permanently tilted the playing field. Attackers don’t need to hack your systems if they can hack your trust. The organizations that survive will be those that treat authenticity as a strategic asset, not an afterthought.</span><span data-ccp-props="{}"> </span></p><p><span data-contrast="auto">With the prevalence of deepfakes, the first casualty is trust. Without trust, every enterprise is one call away from disaster.</span><span data-ccp-props="{}"> </span></p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2025/11/ai-vs-ai-why-deepfake-detection-alone-wont-protect-your-enterprise/" data-a2a-title="AI vs. AI: Why Deepfake Detection Alone Won’t Protect Your Enterprise"><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fai-vs-ai-why-deepfake-detection-alone-wont-protect-your-enterprise%2F&amp;linkname=AI%20vs.%20AI%3A%20Why%20Deepfake%20Detection%20Alone%20Won%E2%80%99t%20Protect%20Your%20Enterprise" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fai-vs-ai-why-deepfake-detection-alone-wont-protect-your-enterprise%2F&amp;linkname=AI%20vs.%20AI%3A%20Why%20Deepfake%20Detection%20Alone%20Won%E2%80%99t%20Protect%20Your%20Enterprise" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fai-vs-ai-why-deepfake-detection-alone-wont-protect-your-enterprise%2F&amp;linkname=AI%20vs.%20AI%3A%20Why%20Deepfake%20Detection%20Alone%20Won%E2%80%99t%20Protect%20Your%20Enterprise" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fai-vs-ai-why-deepfake-detection-alone-wont-protect-your-enterprise%2F&amp;linkname=AI%20vs.%20AI%3A%20Why%20Deepfake%20Detection%20Alone%20Won%E2%80%99t%20Protect%20Your%20Enterprise" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fai-vs-ai-why-deepfake-detection-alone-wont-protect-your-enterprise%2F&amp;linkname=AI%20vs.%20AI%3A%20Why%20Deepfake%20Detection%20Alone%20Won%E2%80%99t%20Protect%20Your%20Enterprise" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div>