From Elder Law to Criminal Law, in the past year we’ve covered the relationship of artificial intelligence to various practice fields. One field that might not come so readily to mind? Animal Law. Believe it or not, AI is already embedded in systems that impact animals every day. From smart surveillance in factory farms to AI-generated lab research, this technology is increasingly showing up in courtrooms, kennels, and policy discussions.
With our upcoming webcast Timely Topics in Animal Law around the corner, it only seems right to address this new frontier. Once you’ve finished reading, be sure to register for this quintessential CLE for legal professionals navigating the evolving landscape of animal welfare! This program will provide critical insights to animal law and general practitioners, advocates, and anyone who cares about the humane treatment of animals. Hope to see you there!
Now let’s dive in…

Surveillance and enforcement. Technology is moving faster than ever and being utilized in all sorts of ways. In the world of industrial farming operations, smart cameras and machine learning algorithms are being used to monitor conditions, identifying signs of overcrowding, injury, or even abuse. This tech could revolutionize how violations of the Animal Welfare Act and similar statutes are detected and enforced—but it also raises issues around data reliability, privacy, and chain of custody.
Predictive analytics. Some animal shelters are turning to AI tools to help forecast intake rates, disease outbreaks, or adoption trends. These systems can help with resource allocation and medical planning—but when lives are on the line, who is accountable when the algorithm gets it wrong? This is just one of many questions this new technology brings to light.
Animal testing alternatives. One topic that’s being tackled in next week’s CLE, Timely Topics in Animal Law, is ending the use of animals in research. The focus will be on the famous case of the treatment of the 4,000 beagles at a Cumberland County facility in Virginia, that thankfully later went on to find homes.
Artificial intelligence can help play a part in that! AI is powering the development of cruelty-free research alternatives, including virtual organs, simulated neural networks, and predictive toxicity models. As these tools evolve, they may eventually help phase out animal testing altogether—raising new questions about scientific validation and legal recognition of digital test results.

As always, the application of AI brings with it various legal and ethical implications, especially if it’ll be affecting the lives of innocent animals. This presents complex legal questions such as…how can attorneys challenge or validate evidence collected through AI surveillance? What obligations do companies have to audit their AI systems for harm or bias, particularly when used in agricultural or research settings? Can AI truly be a tool for strengthening animal protection or does it introduce too many gaps in accountability?
The answers aren’t always clear, but they’re coming into sharper focus as time goes on. That’s why it’s vital that you as an attorney are staying on top of the latest news in artificial intelligence and how it’s shaping enforcement mechanisms, regulatory policy, corporate responsibility, and ethical frameworks. It’s your duty in order to represent clients effectively and stay ahead of emerging legislation.
As it stands, AI is no longer a distant force in animal law (or any sector of law). It’s here, it’s growing, and it’s bringing with it both opportunities and challenges. As legal advocates, staying informed isn’t optional—it’s essential.
If staying on the cutting edge of these conversations is important to you, be sure to check out PBI’s upcoming CLE, full of timely topics on important issues.