The End of Guesswork: AI Pain Assessment and the Intelligence Platform Reshaping Veterinary Care
Careflow's AI suite — purpose-built for the veterinary clinic of tomorrow
Pain is the most undertreated condition in veterinary medicine — not because clinicians don't care, but because animals can't speak. They mask discomfort. They compensate. By the time behavioral changes become obvious, pain has often been present for days. For decades, veterinary teams have relied on behavioral observation scales, owner reports, and clinical intuition. These are valuable — but they are inherently subjective, inconsistent across staff members, and nearly impossible to document with the precision that modern medicine demands.
Careflow changes that with one of the most clinically meaningful features in the platform: AI Pain Assessment, built directly into the New Visit workflow.
AI Pain Assessment: A Camera, a Photo, a Clinical-Grade Score
The Careflow AI Pain Assessment tool lives inside the New Visit section of the platform — the same place your team documents the chief complaint, vitals, and SOAP notes. It doesn't require a separate workflow, a different login, or any additional hardware beyond the device already in your clinician's hand.
Here's how it works in practice:
- Open a New Visit for a patient. The AI Pain Assessment panel appears automatically in the objective section of the visit, pre-populated with the patient's species, breed, and name.
- Capture or upload a facial photo of the patient using the built-in camera button (take a photo directly from a mobile device) or upload an existing image. The system accepts any standard image format.
- Wait seconds, not minutes. Careflow uploads the image and immediately routes it to the AI assessment engine, which analyzes the patient's facial expression using the species-appropriate grimace scale — the Canine Grimace Scale for dogs, the Feline Grimace Scale for cats, or generalized veterinary pain scoring for other species.
- Receive a structured, scored result — including an overall pain score out of 10, a pain level classification (none, mild, moderate, or severe), individual action unit breakdowns with scores for each facial muscle group, a confidence rating for the assessment, a clinical interpretation, and a concrete recommendation.
- The score auto-inserts into the SOAP note's Objective section — formatted, timestamped, and ready for the record. No copy-pasting. No manual transcription. One photo, one click, one complete clinical entry.
What makes this remarkable isn't just the convenience — it's the standard it sets. Every pain assessment, on every patient, on every visit, follows the same validated framework. A new technician and a 20-year veterinarian produce the same structured output. Consistency that previously required years of training is now available instantly, at scale.
What are Action Units?
Action Units are the individual facial muscle movements that validated grimace scales evaluate. In dogs, these include orbital tightening, muzzle tension, ear position, lip position, and temporal muscle tension. In cats, orbital tightening, muzzle tension, ear position, whisker position, and head position are scored. The AI evaluates each action unit independently on a 0–2 scale before computing the composite score — giving clinicians not just a number, but a diagnostic breakdown that explains why the score is what it is.
The tool is also honest about its limits. If a photo is blurry, poorly lit, or doesn't capture the face clearly, Careflow tells you — along with the specific reason — and prompts you to try again. No false positives. No silent failures. Just reliable, auditable output clinicians can trust.
For practices with multi-species caseloads — treating dogs, cats, rabbits, exotics, and more — the tool adapts automatically. Input the species when creating the patient record and Careflow selects the appropriate scale without any additional configuration.
Dragonfly: The Clinical AI Agent at Your Side
Pain assessment is one tool. But Careflow was built on a broader thesis: that veterinary AI shouldn't be a collection of disconnected features — it should be an integrated intelligence layer that actively makes every clinician sharper, every decision more defensible, and every visit more complete.
That's what Dragonfly is.
Dragonfly is Careflow's clinical AI chat agent — named for the animal's extraordinary compound vision, which allows it to perceive and respond from nearly any direction simultaneously. Clinicians invoke Dragonfly on demand through a natural-language interface embedded throughout the platform, asking it anything about a patient, a drug protocol, or a clinical workflow and getting a structured, evidence-referenced answer in seconds.
Ask it "What's the recommended NSAID protocol for a 14-year-old cat with CKD?" or "Walk me through the differential for acute vomiting in a senior dog" and you get a precise, literature-backed answer without leaving the visit. Dragonfly draws on validated veterinary sources and the full context of the current patient record to support every response.
Dragonfly doesn't replace clinical judgment — it amplifies it. It's the difference between a clinician working alone and one with an always-available, always-current clinical reference at their side.
Dragonfly in the Visit Room
During an active visit, a clinician can ask Dragonfly about the current patient directly — querying drug interactions, species-specific dosing, or differential diagnoses without switching tabs or leaving the workflow. It's a reactive assistant: it answers when asked, with precision, using the patient's context and real-world veterinary evidence as its frame of reference.
Three More AI Tools Changing How Clinics Operate
Dragonfly is the intelligence backbone, but it operates alongside a suite of purpose-built AI tools, each targeting a specific friction point in the veterinary workflow.
1. Voice-to-SOAP AI: Documentation in 60 Seconds
The average veterinarian spends two or more hours per day on documentation. Across a 5-day week, that's 10 hours — more than a full working day — lost to writing notes instead of seeing patients.
Careflow's Voice-to-SOAP AI eliminates this bottleneck entirely. Using the microphone on any device, clinicians narrate the visit in natural language — the way they'd describe a case to a colleague. The AI listens, processes, and outputs a fully structured SOAP note: Subjective, Objective, Assessment, Plan — formatted, species-appropriate, and ready for the record in under 60 seconds.
The system handles complex, multi-issue visits. It captures medication names, dosages, diagnoses, follow-up instructions, and patient-specific details from a single narrative recording. Clinicians review, edit if needed, and sign. What used to take 15 minutes now takes under two.
Voice SOAP supports 50+ species and uses Whisper automatic language detection — clinicians can narrate in any of Whisper's 50+ supported languages without changing any settings, making it as useful for a multilingual clinic team as it is for a single-doctor rural practice.
2. Vision AI: Diagnostic Imaging That Thinks
Radiology, dermatology, cytology, dental imaging — visual clinical data is everywhere in veterinary medicine, and interpreting it quickly and accurately is one of the hardest skills to scale.
Careflow's Vision AI brings automated analysis to the images your team already captures. Upload a radiograph and receive a structured pre-read — identifying anatomical regions of concern, flagging patterns consistent with specific diagnoses, and ranking differential diagnoses by likelihood. Upload a skin lesion photo and get a dermatological assessment. Upload a cytology image and receive a preliminary cell classification.
This isn't a replacement for the veterinarian's diagnostic judgment. It's a force multiplier — the difference between a clinician reviewing an image cold and reviewing one where the AI has already highlighted the most salient features, flagged critical findings, and suggested next steps. Faster reads. More thorough documentation. Better outcomes for patients who benefit from early identification.
Vision AI results are attached directly to the patient record, timestamped, and formatted for inclusion in the SOAP note with one tap. When critical findings are detected, the system automatically creates a clinical alert so nothing gets missed.
3. Predictive Outcome Intelligence: Knowing What Comes Next
One of the most powerful — and underutilized — capabilities of a longitudinal medical record is its ability to forecast. Not in a speculative sense, but in a data-driven, evidence-backed sense: given this patient's species, breed, age, diagnosis, and treatment protocol, what is the most likely clinical trajectory?
Careflow's Predictive Outcome Intelligence answers exactly that question. It combines veterinary medical literature with the clinic's own historical SOAP records — matching past cases with similar diagnoses, species, and breed profiles — to generate patient-specific prognosis models clinicians can review during the visit, before finalizing a treatment plan.
The tool surfaces recovery timeline estimates (minimum, median, and maximum days), treatment pathway options with success rates, risk factors with mitigation strategies, a recheck schedule, and a plain-language client communication summary the clinician can use directly in the exam room. It also flags complications to watch for and provides a confidence score explaining the quality of evidence behind the prediction.
For referral decisions, for owner conversations about prognosis, and for quality improvement within the practice, Predictive Outcome Intelligence transforms what a visit record can tell you — and what it can help you anticipate.
The Clinical Standard Has Changed
Pain assessment that used to depend on a single clinician's training now produces an objective, validated score in seconds. Documentation that consumed hours per day now takes minutes. Diagnostic imaging that required specialist interpretation now gets an AI pre-read before the veterinarian reviews the image. And Dragonfly is there whenever a clinician needs a fast, evidence-backed second opinion — answering precisely, using the patient's own context, without slowing down the visit.
This is not the future of veterinary medicine. It is the present — available today, inside Careflow, for every clinic that's ready to operate at the level their patients deserve.
See it in action
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