Decoding AI for the Courtroom
Decoding AI for the Courtroom
Decoding AI for the Courtroom
Expert Witness & Consulting by Top AI Researchers
Expert Witness & Consulting by Top AI Researchers
Expert Witness & Consulting by Top AI Researchers
Definitive AI Expertise for High-Stakes Litigations
Definitive AI Expertise for High-Stakes Litigations
Definitive AI Expertise for High-Stakes Litigations
Led by an active USC faculty, combining deep personal testifying experience with an extensive network of domain-specific scholars to mobilize the perfect technical team for any challenge.
Founder & Expert
Dr. Emilio Ferrara’s academic credibility and independent rigor are forged in leading high-visibility AI research programs with international recognition.
Expert Network
Dr. Ferrara is backed by a network of collaborators with a track record in AI and policy at world-class academic institutions.
Our Clients
Providing definitive technical analysis for the world’s most influential platforms in their most critical litigation and regulatory challenges.
Retained to testify on prevalence of spam and false accounts. Provided technical assessment of mDAU methodologies and sampling consistency during the Twitter v Musk acquisition litigation.
Retained to testify on prevalence of spam and false accounts. Provided technical assessment of mDAU methodologies and sampling consistency during the Twitter v Musk acquisition litigation.
Retained to testify on content moderation algorithms and platform safety controls. Evaluated the intersection of engagement mechanics, automated moderation protocols, and user well-being for both federal and state litigations involving Meta.
Retained to audit automated safety protocols within large-scale social environments. Assessed age-gating architecture, real-time interaction monitoring, and the efficacy of anti-predatory behavior mechanisms.
Retained to conduct an independent forensic audit of platform traffic and user metrics. Analyzed authentication patterns and session logs to rigorously assess the technical validity of allegations of synthetic activity and DAU inflation.
Retained to testify on prevalence of spam and false accounts. Provided technical assessment of mDAU methodologies and sampling consistency during the Twitter v Musk acquisition litigation.
Retained to testify on content moderation algorithms and platform safety controls. Evaluated the intersection of engagement mechanics, automated moderation protocols, and user well-being for both federal and state litigations involving Meta.
Retained to audit automated safety protocols within large-scale social environments. Assessed age-gating architecture, real-time interaction monitoring, and the efficacy of anti-predatory behavior mechanisms.
Retained to conduct an independent forensic audit of platform traffic and user metrics. Analyzed authentication patterns and session logs to rigorously assess the technical validity of allegations of synthetic activity and DAU inflation.
X/Musk: Spam & Bot Accounts
Discord/Roblox: Platform Safety
AI for Content Moderation
Retained to testify on content moderation algorithms and platform safety controls. Evaluated the intersection of engagement mechanics, automated moderation protocols, and adolescent digital well-being.
Meta: AI for Content Moderation
Retained to testify on content moderation algorithms and platform safety controls. Evaluated the intersection of engagement mechanics, automated moderation protocols, and adolescent digital well-being.
Retained to audit automated safety protocols within large-scale social environments. Assessed age-gating architecture, real-time interaction monitoring, and the efficacy of anti-predatory behavior mechanisms.
Retained to audit automated safety protocols within large-scale social environments. Assessed age-gating architecture, real-time interaction monitoring, and the efficacy of anti-predatory behavior mechanisms.
Retained to conduct an independent forensic audit of platform traffic and user metrics. Analyzed authentication patterns and session logs to rigorously assess the technical validity of allegations of synthetic activity and DAU inflation.
Retained to conduct an independent forensic audit of platform traffic and user metrics. Analyzed authentication patterns and session logs to rigorously assess the technical validity of allegations of synthetic activity and DAU inflation.
Our Services
Translating state-of-the-art research into defensible evidence, rigorous compliance audits, and future-proof technical strategy.
Litigation support delivered with technical precision and courtroom clarity.
In-depth reviews for safety and regulatory compliance in AI systems.
Design of AI systems and risk analysis by trusted AI experts.
Equipping elite counsel with scientifically rigorous analysis and expert testimony for high-stakes adjudication.
Get in touch directly with Dr. Emilio Ferrara for AI consulting and expert witness services.
