Model Transparency

Kairos Model Transparency

At Kairos, we believe that artificial intelligence should be useful, understandable, and accountable. This page provides a transparent look into how our model works, what it's been trained on, and what you should (and shouldn't) expect from it.

What the Model Does

Kairos is designed to assist veterinary radiologists by generating concise conclusions and actionable recommendations based on your written findings. It does not interpret images or make autonomous diagnostic decisions. You're still the expert — we're just here to help you move faster without compromising quality.

Model Overview

Base Model: GPT-4-turbo (OpenAI), fine-tuned for veterinary radiology

Model Version: Kairos-v1.0

Training Size: 580 anonymized radiology reports curated from board-certified radiologists

Modality Breakdown:

• - Ultrasound: 45%
• - Radiographs: 25%
• - CT: 15%
• - MRI: 10%
• - Other/Unclassified: 5%

Input → Output: You provide findings; the model suggests conclusions and recommendations in real-time

Early Performance Snapshot

We're early in our validation phase and have identified several areas for improvement in our ongoing development.

Qualitative issues observed:

• - Omission or mis-prioritization of differentials
• - Occasional missed findings
• - Redundancy in conclusions
• - Incorrect recommendations

We're currently conducting structured evaluation using semantic similarity scores, expert panel review, and real-world feedback from active users. Results from our first validation cohort will be published in Summer 2025.

Known Limitations

As with any generative AI model, Kairos has limitations:

• - It can't "see" — it depends entirely on your findings input
• - It may occasionally produce vague or overly confident language
• - It may not handle highly complex or unusual species/modality combinations well
• - AI output does not substitute for medical judgment, board-certified review, or client-facing communication

We've built in easy editing and feedback tools to ensure you stay in control.

Continuous Learning

Every time you edit the model's output or leave feedback, you help make Kairos better. We collect anonymized usage data and feedback ratings (positive / neutral / negative) to track performance and guide future training.

We'll be rolling out quarterly updates starting in Q3 2025, with transparent version notes on what's improved.

Data Privacy and Use

• - All training data is fully anonymized
• - Your reports are used for model training
• - We are compliant with PIPEDA and relevant privacy frameworks
• - Security is managed by Supabase and OpenAI, with encrypted data storage and role-based access control

Version History

Built by Radiologists, for Radiologists

Kairos was created by a team of veterinary radiologists who understand the pressures of high caseloads, tight turnarounds, and documentation fatigue. We believe that AI can support — not replace — our expertise. If you ever have questions, feedback, or want to join our testing group, we'd love to hear from you.