Autonomous Systems & Smart Vehicles
Technical experience involving software-driven and autonomous systems, including artificial intelligence, sensors, control systems, system integration, and technologies used in advanced transportation platforms.This is particularly defensible given your broader software, aviation, speech-recognition, and systems background without presenting you as an autonomous-vehicle accident reconstruction specialist.
CLEAR TECHNICAL REPORTS. STRONGER CASES.
From source code to AI systems, Randy builds litigation-ready insights that translate complex tech into persuasive legal arguments.
Translating Autonomous Tech into Legal Strategy
Randy Winters delivers expert testimony on autonomous systems, AI-powered vehicles, and advanced sensor technologies. He supports litigation involving autonomous cars, drones, delivery robots, and other smart mobility platforms—translating complex technical systems into clear and defensible findings. His expertise includes vehicle software architecture, LIDAR and RADAR sensor analysis, AI-driven decision-making systems, and the integration of edge computing in autonomous platforms.
Whether the dispute centers on liability in a collision involving an autonomous vehicle, defects in vehicle perception systems, or failure in path-planning algorithms, Randy provides the technical insight attorneys need to evaluate fault, compliance, and systemic failure. His work helps ensure that evidence from black box systems, sensor logs, and AI decision trees are properly interpreted and admissible under evidentiary standards.
Expert Analysis for High-Tech Transportation Disputes
As autonomous technologies become more prevalent on roads, skies, and sidewalks, legal disputes involving these systems are rapidly increasing. Attorneys handling such cases need expert witnesses who can:
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Decode vehicle control logic and fail-safe protocols
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Evaluate compliance with NHTSA, FMVSS, and SAE J3016 guidelines
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Interpret event data recorders and telemetry
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Review perception and decision layers in autonomous stacks
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Explain AI behavior in safety-critical moments
Randy Winters bridges the gap between these technical components and legal liability frameworks—helping litigators establish or challenge claims involving negligence, product failure, regulatory noncompliance, or wrongful death.
Supporting Plaintiffs and Defendants in Smart Vehicle Cases
Randy has supported litigation teams on both sides of the aisle with:
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Analysis of sensor calibration and fusion errors
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Review of object detection and path prediction failures
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Assessment of human override logic and system hand-off designs
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Source code and software architecture reviews of vehicle control systems
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Technical declarations in disputes over AV product development and IP theft
From early investigation through deposition and testimony, he provides robust, unbiased technical evaluations in litigation involving autonomous platforms.
Core Testimony Areas in Autonomous Technology
Randy Winters offers expert witness support in litigation involving autonomous systems, smart vehicles, and advanced sensor technologies. His work helps legal teams interpret how intelligent systems behave in real-world conditions—connecting technical design with legal liability.
Key areas of testimony include:
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Perception systems and sensor fusion (LiDAR, radar, computer vision)
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AI-driven control algorithms and vehicle autonomy levels
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Path planning, obstacle avoidance, and decision logic
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Black box data interpretation and system behavior reconstruction
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Functional safety (ISO 26262) and software assurance
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ADAS (Advanced Driver Assistance Systems) failures
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Integration of V2X communication technologies
Whether the matter involves product liability, compliance failures, or wrongful death claims, Randy provides litigation-ready analysis that translates complex autonomous behavior into clear, admissible evidence.
Core Testimony Areas in Autonomous Technology
Randy Winters offers expert witness support in litigation involving autonomous systems, smart vehicles, and advanced sensor technologies. His work helps legal teams interpret how intelligent systems behave in real-world conditions—connecting technical design with legal liability.
Key areas of testimony include:
-
Perception systems and sensor fusion (LiDAR, radar, computer vision)
-
AI-driven control algorithms and vehicle autonomy levels
-
Path planning, obstacle avoidance, and decision logic
-
Black box data interpretation and system behavior reconstruction
-
Functional safety (ISO 26262) and software assurance
-
ADAS (Advanced Driver Assistance Systems) failures
-
Integration of V2X communication technologies
Whether the matter involves product liability, compliance failures, or wrongful death claims, Randy provides litigation-ready analysis that translates complex autonomous behavior into clear, admissible evidence.
Other Areas of Expertise
Software Architecture & Source Code Analysis
Randy Winters provides technical analysis of software architecture, source code, system design, interfaces, and software behavior in patent, intellectual-property, forensic, and technology disputes. His work translates complex software systems into clear technical findings for counsel, experts, and fact finders.
Digital Forensics & Electronic Evidence
Randy Winters provides technical analysis involving digital evidence, forensic data collection, data extraction, preservation, authentication, metadata, and electronic records. He assists counsel in understanding how digital evidence was created, stored, transmitted, modified, recovered, and preserved.
Speech Recognition & Biometric Technologies
Randy Winters provides technical analysis involving speech recognition, biometric identification, facial and fingerprint technologies, and biometric data systems. His work includes BIPA-related matters, system architecture, data collection and storage, matching technologies, algorithmic performance, and the technical operation of biometric systems.
Patent & IP Litigation | IPR | PTAB
In patent litigation, IPR proceedings, and PTAB matters, Randy Winters provides technical expert analysis involving software, technology patents, source code, and disputed patent claims. He assists counsel with technical issues related to claim construction, prior art analysis, infringement and validity questions, and the preparation of expert reports and supporting technical evidence.
Artificial Intelligence & Emerging Technologies
Randy Winters has worked with artificial-intelligence technologies across several generations, from early commercial expert systems and inference engines to contemporary language models, AI-assisted software development, agentic workflows, API integration, prompt and context controls, provenance, and output verification.
Social Media & Cloud Evidence
Cybersecurity & Data Privacy
Technical analysis of software, systems, digital evidence, and data-handling practices in matters involving cybersecurity and privacy. Experience includes evaluating technical controls, system behavior, data flows, and issues involving the collection, storage, and use of sensitive information.
AI Systems & Algorithmic Analysis
Technical analysis of AI-driven and algorithmic systems, including system architecture, decision logic, data inputs and outputs, explainability, implementation, and the technical behavior of automated systems.
Autonomous Systems & Intelligent Vehicles
Technical experience involving software-driven and autonomous systems, including artificial intelligence, sensors, control systems, system integration, and technologies used in advanced transportation platforms.
Medical & Health Technology Software
Technical analysis of software and information systems used in healthcare and medical technology, including software architecture, data handling, system behavior, artificial intelligence, and intellectual-property issues.
Blockchain & Distributed Technologies
Technical experience with blockchain, cryptocurrency, distributed systems, and smart-contract concepts, including analysis of software architecture, system operation, transaction records, and related technical issues.
E-Discovery, ESI & Digital Evidence Strategy
Randy Winters assists counsel with the technical issues surrounding electronically stored information and digital evidence, including identifying potential data sources, preservation requirements, collection methods, metadata, native file formats, system records, cloud and mobile data, and gaps between what may exist and what has been produced. His work can include reviewing proposed ESI protocols and technical discovery requests, evaluating the provenance and integrity of digital records, identifying additional systems or custodians that may contain relevant information, and helping counsel determine when specialized forensic examination or other technical expertise may be required. The focus is on understanding how the underlying technology creates, stores, changes, and preserves information so that counsel can make informed legal and discovery decisions.
Other Areas of Expertise
Software Architecture & Source Code Analysis
Digital Forensics & Electronic Evidence
Speech Recognition & Biometric Technologies
Patent & IP Litigation | IPR | PTAB
Artificial Intelligence & Emerging Tech
Cybersecurity & Data Privacy
AI Systems & Algorithmic Analysis
Autonomous Systems & Intelligent Vehicles
Medical & Health Technology Software
Blockchain & Distributed Technologies
E-Discovery, ESI & Digital Evidence Strategy
Artificial Intelligence & Emerging Technologies
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.
Digital Forensics & Electronic Evidence
Randy Winters provides technical analysis involving digital evidence, forensic data collection, data extraction, preservation, authentication, metadata, and electronic records. He assists counsel in understanding how digital evidence was created, stored, transmitted, modified, recovered, and preserved.
Patent & IP Litigation | IPR | PTAB
In patent litigation, IPR proceedings, and PTAB matters, Randy Winters provides technical expert analysis involving software, technology patents, source code, and disputed patent claims. He assists counsel with technical issues related to claim construction, prior art analysis, infringement and validity questions, and the preparation of expert reports and supporting technical evidence.
Cybersecurity & Data Privacy
Technical analysis of software, systems, digital evidence, and data-handling practices in matters involving cybersecurity and privacy. Experience
includes evaluating technical controls, system behavior, data flows, and issues involving the collection, storage, and use of sensitive information.
Speech Recognition & Biometric Technologies
Randy Winters provides technical analysis involving speech recognition, biometric identification, facial and fingerprint technologies, and biometric data systems. His work includes BIPA-related matters, system architecture, data collection and storage, matching technologies, algorithmic performance, and the technical operation of biometric systems.
AI Systems & Algorithmic Analysis
Technical analysis of AI-driven and algorithmic systems, including system architecture, decision logic, data inputs and outputs, explainability, implementation, and the technical behavior of automated systems.
Medical & Health Technology Software
Technical analysis of software and information systems used in healthcare and medical technology, including software architecture, data handling, system behavior, artificial intelligence, and intellectual-property issues.
Blockchain & Distributed Technologies
Technical experience with blockchain, cryptocurrency, distributed systems, and smart-contract concepts, including analysis of software architecture, system operation, transaction records, and related technical issues.
Autonomous Systems & Intelligent Vehicles
Technical experience involving software-driven and autonomous systems, including artificial intelligence, sensors, control systems, system integration, and technologies used in advanced transportation platforms.
Software Architecture & Source Code Analysis
Randy Winters provides technical analysis of software architecture, source code, system design, interfaces, and software behavior in patent, intellectual-property, forensic, and technology disputes. His work translates complex software systems into clear technical findings for counsel, experts, and fact finders.
E-Discovery, ESI & Digital Evidence Strategy
Randy Winters assists counsel with the technical issues surrounding electronically stored information and digital evidence, including identifying potential data sources, preservation requirements, collection methods, metadata, native file formats, system records, cloud and mobile data, and gaps between what may exist and what has been produced. His work can include reviewing proposed ESI protocols and technical discovery requests, evaluating the provenance and integrity of digital records, identifying additional systems or custodians that may contain relevant information, and helping counsel determine when specialized forensic examination or other technical expertise may be required. The focus is on understanding how the underlying technology creates, stores, changes, and preserves information so that counsel can make informed legal and discovery decisions.
Prepare Your Expert Witness Strategy
Work with Randy Winters to align technical facts with legal goals—before depositions, deadlines, or disputes arise.
Why Legal Teams Rely on Randy Winters
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Systems-Level Understanding: Randy brings deep expertise in how autonomous systems and smart vehicles integrate hardware, software, and AI to make real-time decisions.
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Litigation-Ready Reports: His documentation meets evidentiary standards and communicates complex interactions between sensors, control algorithms, and safety protocols.
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Credibility Under Pressure: Randy’s courtroom demeanor and methodical approach have earned the trust of attorneys and judges alike in high-stakes transportation litigation.
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Real-World Experience: He applies decades of technical experience to case-specific issues—whether it’s sensor fusion failure, machine learning model misbehavior, or software faults in critical systems.
Why Legal Teams Rely on Randy Winters
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Systems-Level Understanding: Randy brings deep expertise in how autonomous systems and smart vehicles integrate hardware, software, and AI to make real-time decisions.
-
Litigation-Ready Reports: His documentation meets evidentiary standards and communicates complex interactions between sensors, control algorithms, and safety protocols.
-
Credibility Under Pressure: Randy’s courtroom demeanor and methodical approach have earned the trust of attorneys and judges alike in high-stakes transportation litigation.
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Real-World Experience: He applies decades of technical experience to case-specific issues—whether it’s sensor fusion failure, machine learning model misbehavior, or software faults in critical systems.
Translating Autonomous Tech into Legal Strategy
Randy Winters helps attorneys navigate the complex inner workings of AI-powered vehicles and autonomous systems—turning sensor data, control software, and decision logic into clear, defensible legal insight.
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