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     International Private Investigator                                FEATURE
                                      Fernando Fernández with
                                             Elizabeth Torres.  A Warning and a Call to Action
                                                             Thanks to our team’s forensic work and the effective legal representation
                                                             by defense attorney Lic. Maritza Torres, Elizabeth Torres was declared Not
                                                             Guilty on all charges.
                                                             But  this  case  represents  more  than  a  courtroom  victory—it’s a  wake-
                                                             up call. AI is now capable of fabricating voices, simulating screenshots,
                                                             mimicking communication records, and soon—creating full entire videos.
                                                             To My Fellow Colleagues
                                                             As professionals in investigative and forensic disciplines, we must
                                                             recognize that digital deception is evolving faster than many legal
        By combining all of these findings, we concluded that the   systems can adapt. We now need to treat every piece of digital evidence
        voice repeating “Keishla, Keishla” had been  generated using   with skepticism until it has been verified using proper forensic protocols.
        artificial intelligence.
                                                             Here’s what I recommend:
        We explained to the court that every human voice carries
        a  unique vocal pattern, much like a fingerprint. These     Do not accept screenshots as valid unless they come from a
        patterns—especially formants and frequency structures—can   properly extracted device image.
        be measured and compared with known voice samples. In this
        case, the voice in the audio did not match Elizabeth Torres’s     Examine metadata, use ELA and PCA tools, and confirm
        real vocal profile.                                    consistency with official records.
        Even more concerning, the  number that placed the call     In voice cases, demand acoustic analysis of formants, pitch,
        belonged to Twilio, a platform widely known for its use of   frequency, and breathing patterns.
        AI-powered  chatbots  and automated  voice systems.  This
        strongly supported the theory that the clip had been generated     Investigate the origin of communication platforms—especially
        using voice cloning technology.                        numbers linked to services like Twilio.
        Moreover, the audio had been extracted from a Mac computer,     And above all, protect your client’s right to examine the original
        and again, the same drag-and-drop method had been used.   source devices. Anything less is not real justice.
        The  prosecution  never  provided  the  original  device  for
        examination,  despite  multiple written requests  and motions   If you’re ever facing a suspicious piece of evidence, or a case involving AI-
        filed by the defense.                                manipulated media, feel free to reach out. We are in new territory—but
                                                             with the right expertise, the truth can still be found.
        Educating the Court: Turning Forensics into Justice
                                                             Fernando Fernández
        One of our greatest challenges was translating highly technical   Digital Forensic Expert
        findings into clear, understandable language for the court.
        We developed visual exhibits comparing natural voice
        waveforms versus AI-generated ones, showing the absence of
        breath and inflection in the cloned version. We also illustrated
        how screenshots, lacking metadata and traceability, are no
        different than photos of documents—not reliable originals.
        Our goal was to demonstrate not just what was wrong, but why
        it mattered. Without strong standards for evidence collection
        and verification, anyone could be framed with tools available
        to the public.
        The judge not only ruled in our favor but issued strong remarks
         about the importance of digital forensics training for
        prosecutors and law enforcement, recognizing the need to
        evolve with technology.
                                                                                                www.wad.net  | Ocktober 2025       23





