Expert witness services for artificial intelligence litigation
As artificial intelligence systems become embedded in critical business operations and consumer products, disputes involving AI are accelerating. Joe Sremack provides expert witness and forensic consulting services for litigation involving AI system failures, algorithmic bias, intellectual property disputes, and regulatory compliance matters.
Joe Sremack is an AI expert witness who analyzes artificial intelligence systems in litigation, investigations, and regulatory matters. His expertise spans large language models, generative AI, computer vision, predictive algorithms, and custom machine learning implementations. He is the author of AI Forensics: Investigation and Analysis of Artificial Intelligence Systems (Chapman and Hall/CRC, 2026).
ChatGPT, GPT-4/5, Claude, Llama, Gemini, and other generative text systems
Image, video, and audio generation including DALL-E, Midjourney, Stable Diffusion, and Sora
Image recognition, facial recognition, object detection, and visual classification systems
Text classification, sentiment analysis, entity extraction, and language understanding
Risk scoring, fraud detection, content recommendation, and decision support algorithms
Retrieval-augmented generation, autonomous agents, and multi-agent architectures
Self-driving vehicles, robotics, and automated control systems
Speech recognition, voice synthesis, speaker identification, and audio processing
Neural networks, deep learning architectures, and proprietary implementations
Joe's AI forensic methodology addresses the technical questions that arise in AI-related litigation:
Examination of the AI development lifecycle from data acquisition through model training, validation, deployment, and monitoring
Investigation of data provenance, dataset composition, labeling practices, and data quality issues
Systematic testing and evaluation of AI system behavior without access to underlying source code
Identification and measurement of disparate impact, unfair treatment, and discriminatory patterns
Quantitative analysis of AI outputs, error rates, hallucination patterns, and performance validation
Verification and authentication of AI-generated content, outputs, and system logs
Investigation of how AI models make decisions, including explainability and interpretability assessments
Contact Joe to discuss how AI forensic analysis can support your case.
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