In high-stakes litigation, “black box” AI models can be a legal liability. Randy assists with dissecting the internal logic of these systems to determine how they make decisions, what data they rely on, and how transparent those decisions are to regulators, users, or impacted parties.

• Reviewing model architecture, feature weighting, and decision trees

• Analyzing compliance with explainability mandates (e.g., EU AI Act, FTC guidance)

• Testing for reproducibility, audit trails, and model governance policies

If a model’s decisions can’t be explained, they may not be legally defensible.

Expert witness Randy Winters provides litigation support in disputes involving artificial intelligence, deep learning, and emerging technologies. He advises legal teams on AI-powered business logic, patent analysis, algorithmic accountability, and regulatory compliance, ensuring cases involving advanced tech are defensible and supported by clear, expert analysis.

Randy Winters offers expert testimony in digital forensics, data recovery, and e‑discovery, helping attorneys authenticate evidence, trace data breaches, and reconstruct deleted or damaged files. He ensures compliance with evidentiary standards, chain of custody, and forensic integrity in complex civil, criminal, and corporate litigation.

In patent disputes, IPR proceedings, and PTAB cases, Randy Winters delivers expert witness analysis on technology patents, source code, and IP infringement claims. He supports attorneys with claim construction, prior art evaluation, and expert reports that meet strict USPTO and court requirements.

Randy Winters provides expert insight in cases involving cybersecurity breaches, data privacy violations, and regulatory compliance. He advises on incident response, vulnerability assessments, and litigation strategy for disputes under GDPR, CCPA, HIPAA, and other data protection frameworks.

As an expert witness, Randy Winters specializes in recovering, preserving, and authenticating social media and cloud-based evidence. He assists attorneys in uncovering deleted posts, chat histories, and metadata from platforms and SaaS systems, ensuring admissibility in court.

Randy Winters provides litigation support in biometric identification cases involving speech, facial, and fingerprint recognition. He assists attorneys in BIPA compliance disputes, algorithmic accuracy challenges, and technical audits of biometric systems for evidentiary and regulatory purposes.

AI expert witness Randy Winters provides litigation support in cases involving algorithmic bias, responsible AI deployment, fairness audits, ESG compliance, and explainability in black box systems, helping legal teams navigate AI ethics, accountability, and regulatory challenges in high-stakes disputes.

Randy Winters offers expert witness services in litigation involving medical software, diagnostic systems, and health IT compliance. He assists legal teams in evaluating software safety, regulatory adherence, and IP disputes in healthcare technology.

Randy Winters provides expert analysis in disputes involving blockchain, cryptocurrency, and smart contract technology. He advises on forensic tracing of transactions, security audits, and regulatory compliance, supporting attorneys in fraud, IP, and contractual cases.

Randy Winters delivers expert testimony on autonomous systems, AI-powered vehicles, and sensor technologies. He helps legal teams address liability, safety compliance, and software integrity in high-stakes litigation involving advanced transportation systems.

Randy Winters specializes in software architecture review and source code analysis for patent litigation, IP theft cases, and software quality disputes. He provides attorneys with detailed technical assessments that meet evidentiary and expert report standards.

Randy Winters supports attorneys with expert strategy, deposition preparation, and court-ready technical reports. His testimony bridges the gap between complex technical concepts and legal arguments, strengthening cases in both trial and pre‑trial phases.