Howl Vision

ABOUT THE PROJECT
How many hours do you spend writing reports instead of attending patients? Howl Vision is veterinary software with artificial intelligence that lets you dictate reports by voice, consult differential diagnoses instantly, and access any patient’s history in seconds. All running 100% in your clinic, without internet, without subscriptions.
Voice dictation that understands veterinary medicine
Speak naturally while examining the patient. Our natural language processing engine transcribes, identifies symptoms and automatically structures them in SOAP format. No spelling out medications, no worrying about pauses. Veterinarians report saving up to 2 hours daily on documentation.
Computer vision with MONAI and NVIDIA
Howl Vision’s image models are built on MONAI, the medical AI framework developed by NVIDIA Clara and the scientific community. Three trained and validated models:
• Canine dermatological classifier – 93.5% accuracy across 6 skin pathologies
• Microscopic parasite detector – 99.87% accuracy across 8 parasite types
• Medical image segmentation – 99.99% Dice score on ultrasound
Upload an image and get a second opinion in seconds. GPU-accelerated processing by NVIDIA for real-time inference.
Veterinary knowledge base: intelligent search in milliseconds
Instantly access clinical protocols, therapeutic guides and dosage calculations. The Retrieval-Augmented Generation system uses vector embeddings and semantic search to respond in under 35 milliseconds. Ask as you would ask a colleague.
Clinic memory: your accumulated experience
«When was the last time we saw a Bulldog with these symptoms?» Howl Vision indexes all your clinic’s cases with Qdrant, high-performance vector search engine. Over time, suggestions are refined to your work style and clientele.
100% local architecture
Unlike cloud solutions that charge monthly subscriptions and store data on external servers, Howl Vision is installed in your clinic. Proven technology stack: Python, FastAPI, PostgreSQL and Redis. Your patients’ records never leave your network. Works completely offline.
Developed by Quantum Howl
Howl Vision is a product of Quantum Howl, a company specialized in artificial intelligence solutions for specific sectors. Learn more about our AI research and other products like Dental Brain for dentistry.
Frequently Asked Questions
The dictation engine transcribes while you speak, automatically identifies symptoms, treatments and observations, and organizes them in SOAP format. It is trained on veterinary terminology - you do not need to spell out medications or speak robotically.
We have trained and validated three models: canine dermatological classifier (93.5% accuracy, 4,315 images), microscopic parasite detector (99.87% accuracy, 30,248 images) and ultrasound segmentation (99.99% Dice score). All validated with real clinical datasets, and we also document negative results.
Your patients' clinical data is sensitive. With local architecture, all information stays on your network - no data goes to the internet and you do not depend on connectivity to work.
Howl Vision is an open source project: the app is available at app.howlvision.com and the code at github.com/ikchain/howl-vision. The interface is designed for veterinarians, not IT professionals.







