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Model study finds most negative vet reviews focus on operations, not medicine

8 hours ago
By AI, Created 13:56 UTC, Oct 02, 2026, AGP -

A new analysis of 9,154 one- and two-star Google reviews from 296 veterinary practices in eight U.S. metros found that 70.6% of labeled reviews mainly criticized how the practice was run. The study says staffing, communication, pricing clarity and access issues showed up more often than clinical complaints.

Why it matters: - The findings suggest many low-rated veterinary reviews are driven by operations issues, not just medical care. - Practice owners can use the themes to spot breakdowns in callbacks, estimates, wait times and scheduling. - The study covers reviews from eight major U.S. metros, giving the results broad geographic reach.

What happened: - Sales Roadmap published a study of 9,154 written one- and two-star Google reviews of 296 high-review-count veterinary practices. - Kamyar Shah, founder of World Consulting Group, conducted the study. - The practices were in Phoenix, Dallas, Atlanta, Charlotte, Columbus, Denver, Tampa and Kansas City. - The reviews came from Google listings retrieved through the DataForSEO business data API. - The review dates ranged from 2008-08-11 to 2026-09-30.

The details: - A model classified the main reason in 9,149 reviews, and 70.6% of those were mainly about how the practice is run. - The model classified veterinary medicine as the main reason in 28.1% of the labeled reviews. - Another 1.3% of labeled reviews were unclear. - Core-service issues, covering the medicine and handling of the animal, appeared in 39.6% of all 9,154 reviews. - Clinical quality appeared in 35.8% of all reviews. - Staff conduct was the most common theme at 45.5%. - Communication failure showed up in 40.9% of reviews. - Pricing transparency appeared in 38.3% of reviews. - Scheduling and access appeared in 22.6% of reviews. - These theme shares overlap because a single review could receive more than one label. - One reviewer wrote, "I called twice and asked for a call back. They couldn't be bothered." - Another wrote, "Waited over 35 minutes for my dogs to be taken back for an appointment" - The 296 sampled practices had 227,903 lifetime Google reviews. - Of those, 15,220 reviews, or 6.7%, were one or two stars. - Five-star reviews made up 86.7% of the total. - The study says the figures describe what reviewers wrote, not verified events. - The study says none of the figures is a share of clients. - Up to 200 listings were screened in each metro. - After filters, including a cap of two locations per brand, the 40 businesses with the most Google reviews were sampled. - Twenty-four businesses were excluded, including 6 emergency veterinarian services and 9 specialty or emergency referral hospitals. - Still, 14.3% of the 9,154 reviews matched keywords tied to emergency, specialist, referral, oncology, neurology or after-hours vocabulary.

Between the lines: - The review mix points to a customer-experience problem that sits alongside clinical complaints. - The model’s results are useful for pattern detection, but the study does not verify whether any practice actually committed the cited failures. - The sample is skewed toward heavily reviewed practices, so the results may not reflect the full market of veterinary clinics. - No sample was checked against human coding, which limits independent validation. - A second model, Claude Sonnet 4.5, reviewed 200 of the same reviews and agreed with Claude Haiku 4.5 on the binary question of operations versus all other main reasons 92.5% of the time, with Cohen's kappa at 0.83. - Shah said a practice owner can read the reviews as a list of handoffs to check in their own records. - Shah also said the study counts what reviewers wrote and how a model labeled it, and does not judge whether any practice did anything wrong.

What's next: - The full study, including the themes, method and limitations, is available in the full report. - Kamyar Shah is directing readers to additional background at more information and World Consulting Group. - The study may give veterinary practices a checklist for tightening operations around communication, wait times, estimates and scheduling.

The bottom line: - In this review sample, the biggest complaint was not medicine itself. It was how the practice worked day to day.

Disclaimer: This article was produced by AGP Wire with the assistance of artificial intelligence based on original source content and has been refined to improve clarity, structure, and readability. This content is provided on an “as is” basis. While care has been taken in its preparation, it may contain inaccuracies or omissions, and readers should consult the original source and independently verify key information where appropriate. This content is for informational purposes only and does not constitute legal, financial, investment, or other professional advice.

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