World class AI.
By world class doctors.
Boosting your model's accuracy from 75% to 99%?
Only a doctor’s expertise can bridge that gap.
Automate.clinic offers a specialized team of physicians who bring real-world expertise to the training process. Our doctors help you expertly shape your AI models so they're trusted by clinicians, safe for patients, and optimized for the healthcare system.
We recruit + coordinate top, tech-savvy physicians
We're founded by a doctor so we know how to hire, train, and engage top-tier physicians. We handle everything—from recruitment to ongoing management—ensuring a seamless, scalable expert pipeline for your AI projects.
We create the highest quality training imaginable
We fine-tune your AI models with physician-validated insights, ensuring greater accuracy, reliability, and clinical effectiveness. Our board-certified experts analyze model errors, refine outputs, and drive continuous improvements for optimal real-world performance.
Why Automate.clinic
When AI affects revenue, regulations, and even lives, bad output isn’t an option. We deliver expert-led AI training, making your models more clinically sound, explainable, and trusted.
Reduce hallucinations and mistakes
Automate.clinic turns doctor corrections into "negative examples" for AI training. Our structured feedback system captures how doctors identify and fix AI errors, creating precise signals that teach models what not to do. This focused approach builds safer healthcare AI by systematically addressing the most critical errors before they reach patients.
Reduce uncertainty on edge cases
Our platform documents how doctors handle uncertainty, competing evidence, and non-textbook scenarios. This rich training data helps AI move beyond pattern matching to robust clinical reasoning. By exposing models to the full spectrum of medical complexity—including cases where experts disagree—we build systems that handle real-world ambiguity with clinical sophistication.
Create richer supervision signals
We transform AI training by capturing the "why" and "how" behind clinical decisions. Vitals' Rounds feature documents differential diagnoses, evidence weighting, and decision rationales that teach models proper clinical reasoning, not just correct answers. This multi-dimensional approach creates AI systems that think more like doctors, not just memorize patterns.
Improve explainability and user trust
We capture how doctors articulate their thinking, express certainty levels, and navigate tradeoffs. This enables AI to generate explanations that resonate with medical professionals, addressing the "black box" problem. By training models to justify decisions as doctors would, we build collaborative tools that clinicians actually trust with patient care.
Working with Automate.clinic
At Automate.clinic, we make it easy for companies to unlock the power of doctor-validated data annotations to improve model performance. Our collaborative and efficient process ensures high-quality, clinically refined data tailored to your specific needs.
Our model improvement process
01
Set targets +
define strategy
Set targets +
define strategy
Set targets +
define strategy
02
Clinical review +
error correction
Clinical review +
error correction
Clinical review +
error correction
03
Data debrief +
model evaluation
Data debrief + model evaluation
Data review + Model evaluation
Our work focus areas
Identify errors and correct outputs
Our doctors review AI-generated content to identify and fix errors, hallucinations, and clinical misalignments. Through structured feedback processes, we capture not just what needs correction, but why—helping models learn from their mistakes. This collaborative refinement process progressively improves model accuracy and clinical reliability with each iteration.
Target weakness with synthetic data
We target specific model weaknesses with carefully crafted synthetic data designed to address performance gaps. Rather than collecting more generic data, our doctors create focused examples that challenge the model in areas where it struggles most. This precision approach accelerates improvement in critical areas like rare conditions, edge cases, and complex clinical reasoning.
Benchmark to gold standards
We leverage our network of expert doctors to create high-quality training data that sets the benchmark for clinical excellence. Our doctors don't just label data—they create comprehensive, clinically accurate examples that teach AI models how expert medical professionals think and document. These gold standards serve as the foundation for models that can truly understand medical complexity.
What we do
Source and manage physician experts
Source and manage physician experts
Source and manage physician experts
Provide clinically validated data
Provide clinically validated data
Provide clinically validated data
Provide efficient workflows for physician input
Provide efficient workflows for physician input
Provide efficient workflows for physician input
Ensure quality control and data consistency
Ensure quality control and data consistency
Ensure quality control and data consistency
Streamline integration with minimal tech effort
Streamline integration with minimal tech effort
Streamline integration with minimal tech effort
Scale as you scale
Scale as you scale
Scale as you scale
What we don’t do
Develop or build your AI models
Develop or build your AI models
Develop or build your AI models
Deliver pre-built datasets
Deliver pre-built datasets
Deliver pre-built datasets
Provide general-purpose AI consulting
Provide general-purpose AI consulting
Provide general-purpose AI consulting
Replace your tech team
Replace your tech team
Replace your tech team
Guarantee regulatory approval for AI
Guarantee regulatory approval for AI
Guarantee regulatory approval for AI
Serve as healthcare providers
Serve as healthcare providers
Serve as healthcare providers
How we work with any company size:
Stay focused on building great tech. Let us handle building a great medical team.
Contact us with questions or schedule a call to see how Automate.clinic can dramatically improve your model.
Stay focused on building great tech. Let us handle building a great medical team.
Contact us with questions or schedule a call to see how Automate.clinic can dramatically improve your model.
Stay focused on building great tech. Let us handle building a great medical team.
Contact us with questions or schedule a call to see how Automate.clinic can dramatically improve your model.
Meet our Doctor-in-the-Loop™ infrastructure
Driven by data
Tailored interfaces promote surgically-accurate clinical flows
Operated by experts
Doctors who are mission-aligned, tech-savvy, and in the loop.
Informed by Rounds
AI-assisted clinical work to raise medical gold standards.
Backed by Faculty
Our peer community advances accuracy, oversight, and trust.
Meet our Doctor-in-the-Loop™ infrastructure
Driven by data
Tailored interfaces promote surgically-accurate clinical flows
Operated by experts
Doctors who are mission-aligned, tech-savvy, and in the loop.
Informed by Rounds
AI-assisted clinical work to raise medical gold standards.
Backed by Faculty
Our peer community advances accuracy, oversight, and trust.
Meet our Doctor-in-the-Loop™ infrastructure
Driven by data
Tailored interfaces promote surgically-accurate clinical flows
Operated by experts
Doctors who are mission-aligned, tech-savvy, and in the loop.
Informed by Rounds
AI-assisted clinical work to raise medical gold standards.
Backed by Faculty
Our peer community advances accuracy, oversight, and trust.
Doctors:
Apply today
Companies: Chat below
Schedule a call
World class AI.
By world class doctors.
Boosting your model's accuracy from 75% to 99%?
Only a doctor’s expertise can bridge that gap.
Automate.clinic offers a specialized team of physicians who bring real-world expertise to the training process. Our doctors help you expertly shape your AI models so they're trusted by clinicians, safe for patients, and optimized for the healthcare system.
We recruit + coordinate top, tech-savvy physicians
We're founded by a doctor so we know how to hire, train, and engage top-tier physicians. We handle everything—from recruitment to ongoing management—ensuring a seamless, scalable expert pipeline for your AI projects.
We create the highest quality training imaginable
We fine-tune your AI models with physician-validated insights, ensuring greater accuracy, reliability, and clinical effectiveness. Our board-certified experts analyze model errors, refine outputs, and drive continuous improvements for optimal real-world performance.
Why Automate.clinic
When AI affects revenue, regulations, and even lives, bad output isn’t an option. We deliver expert-led AI training, making your models more clinically sound, explainable, and trusted.
Reduce hallucinations and mistakes
Automate.clinic turns doctor corrections into "negative examples" for AI training. Our structured feedback system captures how doctors identify and fix AI errors, creating precise signals that teach models what not to do. This focused approach builds safer healthcare AI by systematically addressing the most critical errors before they reach patients.
Reduce uncertainty on edge cases
Our platform documents how doctors handle uncertainty, competing evidence, and non-textbook scenarios. This rich training data helps AI move beyond pattern matching to robust clinical reasoning. By exposing models to the full spectrum of medical complexity—including cases where experts disagree—we build systems that handle real-world ambiguity with clinical sophistication.
Create richer supervision signals
We transform AI training by capturing the "why" and "how" behind clinical decisions. Vitals' Rounds feature documents differential diagnoses, evidence weighting, and decision rationales that teach models proper clinical reasoning, not just correct answers. This multi-dimensional approach creates AI systems that think more like doctors, not just memorize patterns.
Improve explainability and user trust
We capture how doctors articulate their thinking, express certainty levels, and navigate tradeoffs. This enables AI to generate explanations that resonate with medical professionals, addressing the "black box" problem. By training models to justify decisions as doctors would, we build collaborative tools that clinicians actually trust with patient care.
Working with Automate.clinic
At Automate.clinic, we make it easy for companies to unlock the power of doctor-validated data annotations to improve model performance. Our collaborative and efficient process ensures high-quality, clinically refined data tailored to your specific needs.
Our model improvement process
01
Set targets +
define strategy
Set targets +
define strategy
Set targets +
define strategy
02
Clinical review +
error correction
Clinical review +
error correction
Clinical review +
error correction
03
Data debrief +
model evaluation
Data debrief + model evaluation
Data review + Model evaluation
Our work focus areas
Identify errors and correct outputs
Our doctors review AI-generated content to identify and fix errors, hallucinations, and clinical misalignments. Through structured feedback processes, we capture not just what needs correction, but why—helping models learn from their mistakes. This collaborative refinement process progressively improves model accuracy and clinical reliability with each iteration.
Target weakness with synthetic data
We target specific model weaknesses with carefully crafted synthetic data designed to address performance gaps. Rather than collecting more generic data, our doctors create focused examples that challenge the model in areas where it struggles most. This precision approach accelerates improvement in critical areas like rare conditions, edge cases, and complex clinical reasoning.
Benchmark to gold standards
We leverage our network of expert doctors to create high-quality training data that sets the benchmark for clinical excellence. Our doctors don't just label data—they create comprehensive, clinically accurate examples that teach AI models how expert medical professionals think and document. These gold standards serve as the foundation for models that can truly understand medical complexity.
What we do
Source and manage physician experts
Source and manage physician experts
Source and manage physician experts
Provide clinically validated data
Provide clinically validated data
Provide clinically validated data
Provide efficient workflows for physician input
Provide efficient workflows for physician input
Provide efficient workflows for physician input
Ensure quality control and data consistency
Ensure quality control and data consistency
Ensure quality control and data consistency
Streamline integration with minimal tech effort
Streamline integration with minimal tech effort
Streamline integration with minimal tech effort
Scale as you scale
Scale as you scale
Scale as you scale
What we don’t do
Develop or build your AI models
Develop or build your AI models
Develop or build your AI models
Deliver pre-built datasets
Deliver pre-built datasets
Deliver pre-built datasets
Provide general-purpose AI consulting
Provide general-purpose AI consulting
Provide general-purpose AI consulting
Replace your tech team
Replace your tech team
Replace your tech team
Guarantee regulatory approval for AI
Guarantee regulatory approval for AI
Guarantee regulatory approval for AI
Serve as healthcare providers
Serve as healthcare providers
Serve as healthcare providers
How we work with any company size:
Stay focused on building great tech. Let us handle building a great medical team.
Contact us with questions or schedule a call to see how Automate.clinic can dramatically improve your model.
Stay focused on building great tech. Let us handle building a great medical team.
Contact us with questions or schedule a call to see how Automate.clinic can dramatically improve your model.
Stay focused on building great tech. Let us handle building a great medical team.
Contact us with questions or schedule a call to see how Automate.clinic can dramatically improve your model.
Meet our Doctor-in-the-Loop™ infrastructure
Driven by data
Tailored interfaces promote surgically-accurate clinical flows
Operated by experts
Doctors who are mission-aligned, tech-savvy, and in the loop.
Informed by Rounds
AI-assisted clinical work to raise medical gold standards.
Backed by Faculty
Our peer community advances accuracy, oversight, and trust.
Meet our Doctor-in-the-Loop™ infrastructure
Driven by data
Tailored interfaces promote surgically-accurate clinical flows
Operated by experts
Doctors who are mission-aligned, tech-savvy, and in the loop.
Informed by Rounds
AI-assisted clinical work to raise medical gold standards.
Backed by Faculty
Our peer community advances accuracy, oversight, and trust.
Meet our Doctor-in-the-Loop™ infrastructure
Driven by data
Tailored interfaces promote surgically-accurate clinical flows
Operated by experts
Doctors who are mission-aligned, tech-savvy, and in the loop.
Informed by Rounds
AI-assisted clinical work to raise medical gold standards.
Backed by Faculty
Our peer community advances accuracy, oversight, and trust.
Doctors:
Apply today
Companies: Chat below
Schedule a call
World class AI.
By world class doctors.
Boosting your model's accuracy from 75% to 99%?
Only a doctor’s expertise can bridge that gap.
Automate.clinic offers a specialized team of physicians who bring real-world expertise to the training process. Our doctors help you expertly shape your AI models so they're trusted by clinicians, safe for patients, and optimized for the healthcare system.
We recruit + coordinate top, tech-savvy physicians
We're founded by a doctor so we know how to hire, train, and engage top-tier physicians. We handle everything—from recruitment to ongoing management—ensuring a seamless, scalable expert pipeline for your AI projects.
We create the highest quality training imaginable
We fine-tune your AI models with physician-validated insights, ensuring greater accuracy, reliability, and clinical effectiveness. Our board-certified experts analyze model errors, refine outputs, and drive continuous improvements for optimal real-world performance.
Why Automate.clinic
When AI affects revenue, regulations, and even lives, bad output isn’t an option. We deliver expert-led AI training, making your models more clinically sound, explainable, and trusted.
Reduce hallucinations and mistakes
Automate.clinic turns doctor corrections into "negative examples" for AI training. Our structured feedback system captures how doctors identify and fix AI errors, creating precise signals that teach models what not to do. This focused approach builds safer healthcare AI by systematically addressing the most critical errors before they reach patients.
Reduce uncertainty on edge cases
Our platform documents how doctors handle uncertainty, competing evidence, and non-textbook scenarios. This rich training data helps AI move beyond pattern matching to robust clinical reasoning. By exposing models to the full spectrum of medical complexity—including cases where experts disagree—we build systems that handle real-world ambiguity with clinical sophistication.
Create richer supervision signals
We transform AI training by capturing the "why" and "how" behind clinical decisions. Vitals' Rounds feature documents differential diagnoses, evidence weighting, and decision rationales that teach models proper clinical reasoning, not just correct answers. This multi-dimensional approach creates AI systems that think more like doctors, not just memorize patterns.
Improve explainability and user trust
We capture how doctors articulate their thinking, express certainty levels, and navigate tradeoffs. This enables AI to generate explanations that resonate with medical professionals, addressing the "black box" problem. By training models to justify decisions as doctors would, we build collaborative tools that clinicians actually trust with patient care.
Working with Automate.clinic
At Automate.clinic, we make it easy for companies to unlock the power of doctor-validated data annotations to improve model performance. Our collaborative and efficient process ensures high-quality, clinically refined data tailored to your specific needs.
Our model improvement process
01
Set targets +
define strategy
Set targets +
define strategy
Set targets +
define strategy
02
Clinical review +
error correction
Clinical review +
error correction
Clinical review +
error correction
03
Data debrief +
model evaluation
Data debrief + model evaluation
Data review + Model evaluation
Our work focus areas
Identify errors and correct outputs
Our doctors review AI-generated content to identify and fix errors, hallucinations, and clinical misalignments. Through structured feedback processes, we capture not just what needs correction, but why—helping models learn from their mistakes. This collaborative refinement process progressively improves model accuracy and clinical reliability with each iteration.
Target weakness with synthetic data
We target specific model weaknesses with carefully crafted synthetic data designed to address performance gaps. Rather than collecting more generic data, our doctors create focused examples that challenge the model in areas where it struggles most. This precision approach accelerates improvement in critical areas like rare conditions, edge cases, and complex clinical reasoning.
Benchmark to gold standards
We leverage our network of expert doctors to create high-quality training data that sets the benchmark for clinical excellence. Our doctors don't just label data—they create comprehensive, clinically accurate examples that teach AI models how expert medical professionals think and document. These gold standards serve as the foundation for models that can truly understand medical complexity.
What we do
Source and manage physician experts
Source and manage physician experts
Source and manage physician experts
Provide clinically validated data
Provide clinically validated data
Provide clinically validated data
Provide efficient workflows for physician input
Provide efficient workflows for physician input
Provide efficient workflows for physician input
Ensure quality control and data consistency
Ensure quality control and data consistency
Ensure quality control and data consistency
Streamline integration with minimal tech effort
Streamline integration with minimal tech effort
Streamline integration with minimal tech effort
Scale as you scale
Scale as you scale
Scale as you scale
What we don’t do
Develop or build your AI models
Develop or build your AI models
Develop or build your AI models
Deliver pre-built datasets
Deliver pre-built datasets
Deliver pre-built datasets
Provide general-purpose AI consulting
Provide general-purpose AI consulting
Provide general-purpose AI consulting
Replace your tech team
Replace your tech team
Replace your tech team
Guarantee regulatory approval for AI
Guarantee regulatory approval for AI
Guarantee regulatory approval for AI
Serve as healthcare providers
Serve as healthcare providers
Serve as healthcare providers
How we work with any company size:
Stay focused on building great tech. Let us handle building a great medical team.
Contact us with questions or schedule a call to see how Automate.clinic can dramatically improve your model.
Stay focused on building great tech. Let us handle building a great medical team.
Contact us with questions or schedule a call to see how Automate.clinic can dramatically improve your model.
Stay focused on building great tech. Let us handle building a great medical team.
Contact us with questions or schedule a call to see how Automate.clinic can dramatically improve your model.
Meet our Doctor-in-the-Loop™ infrastructure
Driven by data
Tailored interfaces promote surgically-accurate clinical flows
Operated by experts
Doctors who are mission-aligned, tech-savvy, and in the loop.
Informed by Rounds
AI-assisted clinical work to raise medical gold standards.
Backed by Faculty
Our peer community advances accuracy, oversight, and trust.
Meet our Doctor-in-the-Loop™ infrastructure
Driven by data
Tailored interfaces promote surgically-accurate clinical flows
Operated by experts
Doctors who are mission-aligned, tech-savvy, and in the loop.
Informed by Rounds
AI-assisted clinical work to raise medical gold standards.
Backed by Faculty
Our peer community advances accuracy, oversight, and trust.
Meet our Doctor-in-the-Loop™ infrastructure
Driven by data
Tailored interfaces promote surgically-accurate clinical flows
Operated by experts
Doctors who are mission-aligned, tech-savvy, and in the loop.
Informed by Rounds
AI-assisted clinical work to raise medical gold standards.
Backed by Faculty
Our peer community advances accuracy, oversight, and trust.
Doctors:
Apply today
Companies: Chat below
Schedule a call