Artificial Intelligence Experts

As artificial intelligence continues to reshape products, platforms, and decision-making, disputes involving AI systems have become increasingly technical and consequential. Litigation involving machine learning models, conversational systems, computer vision, and data-driven platforms often turns on how these technologies are designed, trained, evaluated, and deployed in practice.

DOAR represents senior researchers and practitioners from leading research institutions and industries who serve as artificial intelligence expert witnesses in matters involving the development, performance, and real-world use of AI systems. They understand the full technical lifecycle of modern AI, from model development and training through evaluation, deployment, and system integration across real-world products and platforms.

Our artificial intelligence experts provide clear, grounded testimony and analysis. Drawing on their experience as researchers, engineers, and interdisciplinary specialists, they help legal teams analyze alleged AI technical failures, evaluate AI system capabilities and limitations, and present complex AI technologies in terms that judges and juries can readily understand.

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Large Language Models (LLMs) and Chatbots

Advancements in large language models and conversational AI systems have reshaped how organizations generate content, automate interactions, and integrate artificial intelligence into products and services, raising complex legal and technical questions about model architecture, training data, system performance, and responsible deployment. DOAR brings together experts with experience in these modern technologies, including retrieval-augmented generation, prompting and grounding, model evaluation, AI infrastructure and data pipelines, as well as the standards and governance frameworks shaping how these systems are developed and deployed.

Areas of Expertise

We represent experts who are world-class academics and industry executives who were carefully selected for their knowledge, experience, and ability to communicate effectively.

Generative Language and Conversational AI

Expertise in modern conversational AI systems, including large language models, chatbots, retrieval-augmented generation (RAG), prompting strategies, and grounding techniques that shape how AI systems generate and deliver responses.

Speech Recognition and Audio Processing

Knowledge of speech recognition systems, audio signal processing, and digital signal processing (DSP), including how audio data is captured, processed, and interpreted by machine learning models.

Classical and Non-LLM Artificial Intelligence

Background in non-LLM AI approaches such as planning systems, optimization algorithms, and classical artificial intelligence methods used across industrial and research applications.

Computer Vision and Generative Modeling

Experience with visual AI systems and generative models used for image analysis, synthesis, and pattern recognition across computer vision and non-text AI applications.

AI Infrastructure, Data Systems, and Performance Evaluation

Experience with the infrastructure that supports AI development and deployment, including data pipelines, analytics platforms, distributed computing environments, and benchmarking methodologies used to evaluate system performance.

AI Ethics and Safety

Research and applied expertise in AI safety, responsible AI development, and the psychological and behavioral impacts of AI systems, including perspectives from psychiatry and cognitive science.

AI Hardware

Knowledge of the hardware and computing environments that power AI systems, including GPUs, accelerators, specialized AI chips, and large-scale computing infrastructure.

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Learn More About Our Artificial Intelligence Experts
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