Expertise
Artificial Intelligence & Machine Learning
Expert analysis of artificial intelligence systems, large language models, generative AI technologies, and AI-driven markets.
Overview
Artificial intelligence has rapidly evolved from a research discipline into a transformative commercial technology. As AI systems become increasingly integrated into products, platforms, and services, they are also becoming central to litigation, regulatory scrutiny, and intellectual property disputes.
Expertise
Avia provides expert analysis on how AI systems are designed, trained, deployed, and integrated into consumer and enterprise technologies, helping attorneys, courts, and decision-makers understand highly technical concepts in a clear and legally relevant manner.
Areas of Analysis
Large Language Models (LLMs)
Analysis of model architecture, capabilities, limitations, and operational behavior.
Training Data & Content Sources
Evaluation of how datasets are assembled, processed, filtered, and utilized during model development.
Generative AI Systems
Technical analysis of text, image, audio, and multimodal AI technologies.
Copyright & Content Use
Assessment of copyrighted content, transformation, reproduction, and fair use considerations within AI systems.
AI Search & Information Services
Evaluation of AI-powered search products, retrieval systems, and information delivery technologies.
Competition & Market Dynamics
Technical analysis supporting antitrust, monopolization, and competitive effects claims involving AI products and platforms.
Typical Matters
Matters Frequently Involve
Avia is regularly retained in disputes, investigations, and proceedings involving the development, deployment, and commercial use of artificial intelligence technologies.
- Copyright and intellectual property disputes
- Generative AI litigation
- AI platform competition matters
- Regulatory investigations
- Technology commercialization disputes
- Consumer protection claims involving AI systems
Representative Matters
Selected Representative Matters
A selection of engagements involving artificial intelligence, machine learning technologies, generative AI systems, and related intellectual property matters.
Encyclopaedia Brittanica v. Perplexity AI
Consulting engagement examining the use of copyrighted content within machine learning technologies and AI-powered information retrieval systems.
Daily News v. Microsoft & OpenAI
Technical analysis relating to the use of copyrighted content in generative AI systems, machine learning workflows, and large language model development.
The New York Times v. Microsoft & OpenAI
Consulting engagement involving the use of copyrighted material in the development and training of large language models and machine learning technologies.
RELATED SERVICES
How Avia Can Support Your Matter
Data & Source Code Analysis
Analysis of training data, software systems, algorithms, model outputs, source code, and technical implementations relevant to artificial intelligence and machine learning matters.
Patent & Ip Analysis
Technical evaluation of patents, copyright claims, infringement allegations, intellectual property disputes, and AI-related technology ownership matters.
Technical Reporting
Preparation of clear, defensible technical reports that translate complex AI concepts into analysis that is accessible to attorneys, courts, regulators, and decision-makers.
A PARTNER YOU CAN RELY ON
Involved in an Artificial Intelligence Matter?
Whether you’re assessing infringement, validity, prior art, or claim construction, AVIA provides technically grounded analysis to support informed legal strategy.