Veterinary AI: What it is, what it’s not, and where it fits

Key points:

-       AI is intended to support, not replace, veterinary clinical judgment.

-       Veterinary AI is most valuable for automating recurring tasks, reviewing data, and providing decision support.

-       Selecting AI tools that integrate with and enhance existing workflows supports meaningful gains.  

Seemingly overnight, AI is everywhere in veterinary technology - including many of the workflow tools you use every day. But this rapid growth has triggered increasingly louder concerns about its use. Veterinarians and practice owners are left wondering which applications have true clinical value and which are empty promises.

To know the difference, it’s important to know what really matters: not which provider offers the most AI tools, but which ones actually support your workflows - without creating new problems.

Here’s an honest look at what AI is, what it’s not, and its role in the modern veterinary practice.

What veterinary AI is

AI is an assistive technology designed to enhance human-led efforts. It can support a range of workflows, bringing greater efficiency, organization, and clarity to recurring or complex tasks. 

AI’s strengths - including pattern recognition, speed, and consistency, and the ability to reduce cognitive load - are especially advantageous in a veterinary setting where it can help:

-       Improve efficiency: AI tools can streamline documentation and administrative tasks, such as reminders.

-       Support diagnostic accuracy: AI-enhanced diagnostic software can enhance sample analysis and surface possibilities that clinicians might otherwise miss.

-       Enhance consistency: Maintaining consistency is difficult, especially during a busy shift. AI tools can help reduce the likelihood of missed steps, resulting in better patient care, a more reliable client experience, and more confident teams.

In short, AI strengthens your team’s best efforts and - by creating more time for patients and clients - turns “above and beyond” into everyday care.

What veterinary AI is not

While veterinary AI isn’t something to be afraid of, understanding its limitations and risks can help users avoid investing in the wrong tools or applying AI in ways that are unknowingly harmful.

Veterinary teams should not consider AI to be:

-       A replacement for veterinary professionals: AI is trained by humans using specific data and knowledge. It is not a substitute for clinical judgment or in-person care.

-       A set-it-and-forget-it system: AI requires training, adjustment, and supervision to ensure accuracy, task completion, and consistent performance.

-       Inherently accurate or risk-free: AI doesn’t rationalize, nor does it apply human context, ethics, or accountability. Because errors, incomplete data, and misinterpretation can occur, human oversight is critical.

Establishing well-defined roles for AI can maximize its benefits and ensure safe, appropriate use in clinical settings.

Where AI fits in the veterinary workflow

Practical applications for AI use span the entire patient journey from the first contact to the follow-up phone call. When applied strategically, AI reduces administrative burden, improves consistency of care, and creates more time for personalized care and service.

Before the appointment

AI-powered client communication tools help veterinary teams set the groundwork for an efficient and productive visit by:

-       Capturing appointment requests.

-       Summarizing patient histories from pre-visit forms.

-       Flagging relevant details such as overdue services and patient risk factors.  

This minimizes the day-of workload and supports a more focused appointment.

During the appointment

AI-powered note-taking tools streamline recordkeeping by transcribing the visit in real time. This saves the team valuable time, creates a more complete account of the visit, and supports thorough exams and deeper conversations by keeping the focus on the patient - not on a computer.

If diagnostics are performed, AI-powered tools can support faster clinical decisions and treatment by highlighting abnormal results and suggesting possible diagnoses.

After the visit

AI can help simplify post-visit compliance and keep clients engaged with your practice by:

-       Creating automated step-by-step discharge instructions.

-       Sending automatic, personalized check-ins and prompts.

-       Tracking and flagging missed steps so the team can intervene and avoid losing the client to follow-up.

As veterinary practices shop for AI tools to enhance their daily routines, balancing promised benefits with known risks will be key to harnessing AI’s true potential.

The real consideration: AI use and risk in practice

Successful AI adoption doesn’t involve incorporating it into every aspect of the veterinary workflow - only in ways that add value, not risk.

Asking the right questions and setting clear boundaries can ensure your practice data stays protected and your team stays in control.

Key questions to ask when evaluating AI-powered tools and technology include:

-       Does this fit our current workflow? If you can’t see a need, it may not be worthwhile.

-       What task is AI responsible for? This should be specific and well-defined.

-       Who will review AI output to ensure accuracy? Establish a system to prevent inaccurate or incomplete outputs.

-       How does this tool protect client data? Look for built-in privacy and security measures.

-       Will this reduce or increase the team’s workload? You need reliable tools that support your team, not the other way around.

Frequently asked questions about veterinary AI

How can I use veterinary AI in my practice?

AI is best for automating repetitive tasks, analyzing large amounts of data, improving communication, and providing decision support based on patient information. It is not a replacement for clinical judgment.

What are the limitations of veterinary AI?

Veterinary AI outputs can contain inaccuracies and should always be reviewed by a human. Other limitations include privacy and data safety concerns, public perceptions and trust, and how poorly implemented tools can create more work rather than less.

What should practice leaders keep in mind when considering AI-powered technology?

AI is a support tool, not a replacement, and its efficacy depends on high-quality data, proper staff training, and its integration into existing workflows. Clear guardrails - including continued human oversight and data privacy practices - are necessary for safe and appropriate use.

Thinking critically about artificial intelligence

Approaching AI with cautious excitement can help veterinary practices realize its potential safely and successfully. Remembering that the real value comes not from the offered features but from how they are implemented can help ensure AI is used responsibly and that its full benefits are realized for patients, clients, and the veterinary team.