Tomorrow’s safe healthcare AI
by today’s top physicians.
Today’s AI reality is that the industry is figuring it out as it comes; There is no playbook to make models 100% safe; No rules written that apply to every care application. You are engineering tomorrow's extraordinary healthcare technology today and our patient-driven clinicians help increase the foundation for its data accuracy every day. We are your partner to break those silos and create care tech that succeeds next.
Clinical insights into your care model's performance
Our Doctor-in-the-Loop™ workflow teaches your model to reason like clinicians. Gold-standard datasets set the bar high for accuracy. Edge case identification catches what automated training misses. Hallucination detection that prevents dangerous outputs. We believe there's no one answer.
Concrete priorities for your challenges and a dedicated clinician team
Clinicians that work everywhere your AI needs care intelligence. Skip the months of recruiting and training—Automate Clinic gives you access to doctors who specialize in AI development. They integrate seamlessly into your workflows, providing expert oversight and validation without the overhead of building your own clinical team.
Doctors who dig into cases, logs, or work from scratch to fuel accuracy
Aerospace, finance, and defense discovered that human expertise becomes more critical, as AI models get more complex. Our doctors embed directly into your development cycle, providing the clinical validation and reasoning oversight that healthcare AI demands.



Why Automate.clinic
When AI inaccuracy can draw regulatory scrutiny, impact revenue, and could even cost lives, bad output isn’t an option. We deliver expert-led AI analysis and diagnostic data work to make your models more clinically sound, explainable, and trusted.
Develop clinical reasoning
We teach AI systems to think through medical problems step-by-step, using reinforcement learning from clinical feedback to build genuine clinical reasoning, not just pattern recognition.
Navigate complexity like experts
Our clinicians guide AI through iterative feedback cycles, teaching systems to handle uncertainty, weigh evidence, and consider multiple perspectives—the hallmarks of expert clinical thinking.
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.
Embed medical ethics and judgment
Using constitutional AI principles, we help your models develop internal guidelines that mirror medical ethics and clinical best practices, creating trustworthy AI that doctors actually want to use.
Focus areas
Expert-driven RLHF clinical training
Our doctors provide iterative feedback that teaches AI systems to improve their clinical reasoning over time, using reinforcement learning principles to build genuine medical intelligence.
Constitutional AI development
We help embed medical ethics and clinical reasoning principles directly into your AI's decision-making process, creating systems that self-correct based on clinical best practices.
Continuous clinical intelligence
Ongoing quality monitoring and reasoning validation that ensures your AI systems maintain clinical excellence as they scale and evolve.
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 do
Scale as you do
Scale as you do
What we don’t do
Develop or build your AI models
Develop or build your AI models
Develop or build your AI models
Deliver off-the-shelf, lossy datasets
Deliver off-the-shelf, lossy datasets
Deliver off-the-shelf, lossy 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
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.
Get the Reality.check™ seal
Reality.check
Automate.clinic
™
™
1283 hr validation
Doctor-in-the-Loop
↘
Automate.clinic's Reality.check™ elevates your technology with validation from clinical experts and to show that you're ready for business.
Get the Reality.check™ seal
Reality.check
Automate.clinic
™
™
1283 hr validation
Doctor-in-the-Loop
↘
Automate.clinic's Reality.check™ elevates your technology with validation from clinical experts and to show that you're ready for business.
Get the Reality.check™ seal
Reality.check
Automate.clinic
™
™
1283 hr validation
Doctor-in-the-Loop
↘
Automate.clinic's Reality.check™ elevates your technology with validation from clinical experts and to show that you're ready for business.
Meet 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 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.
The Doctor-in-the-Loop™ platform
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
Tomorrow’s safe healthcare AI
by today’s top physicians.
Today’s AI reality is that the industry is figuring it out as it comes; There is no playbook to make models 100% safe; No rules written that apply to every care application. You are engineering tomorrow's extraordinary healthcare technology today and our patient-driven clinicians help increase the foundation for its data accuracy every day. We are your partner to break those silos and create care tech that succeeds next.
Clinical insights into your care model's performance
Our Doctor-in-the-Loop™ workflow teaches your model to reason like clinicians. Gold-standard datasets set the bar high for accuracy. Edge case identification catches what automated training misses. Hallucination detection that prevents dangerous outputs. We believe there's no one answer.
Concrete priorities for your challenges and a dedicated clinician team
Clinicians that work everywhere your AI needs care intelligence. Skip the months of recruiting and training—Automate Clinic gives you access to doctors who specialize in AI development. They integrate seamlessly into your workflows, providing expert oversight and validation without the overhead of building your own clinical team.
Doctors who dig into cases, logs, or work from scratch to fuel accuracy
Aerospace, finance, and defense discovered that human expertise becomes more critical, as AI models get more complex. Our doctors embed directly into your development cycle, providing the clinical validation and reasoning oversight that healthcare AI demands.



Why Automate.clinic
When AI inaccuracy can draw regulatory scrutiny, impact revenue, and could even cost lives, bad output isn’t an option. We deliver expert-led AI analysis and diagnostic data work to make your models more clinically sound, explainable, and trusted.
Develop clinical reasoning
We teach AI systems to think through medical problems step-by-step, using reinforcement learning from clinical feedback to build genuine clinical reasoning, not just pattern recognition.
Navigate complexity like experts
Our clinicians guide AI through iterative feedback cycles, teaching systems to handle uncertainty, weigh evidence, and consider multiple perspectives—the hallmarks of expert clinical thinking.
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.
Embed medical ethics and judgment
Using constitutional AI principles, we help your models develop internal guidelines that mirror medical ethics and clinical best practices, creating trustworthy AI that doctors actually want to use.
Focus areas
Expert-driven RLHF clinical training
Our doctors provide iterative feedback that teaches AI systems to improve their clinical reasoning over time, using reinforcement learning principles to build genuine medical intelligence.
Constitutional AI development
We help embed medical ethics and clinical reasoning principles directly into your AI's decision-making process, creating systems that self-correct based on clinical best practices.
Continuous clinical intelligence
Ongoing quality monitoring and reasoning validation that ensures your AI systems maintain clinical excellence as they scale and evolve.
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 do
Scale as you do
Scale as you do
What we don’t do
Develop or build your AI models
Develop or build your AI models
Develop or build your AI models
Deliver off-the-shelf, lossy datasets
Deliver off-the-shelf, lossy datasets
Deliver off-the-shelf, lossy 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
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.
Get the Reality.check™ seal
Reality.check
Automate.clinic
™
™
1283 hr validation
Doctor-in-the-Loop
↘
Automate.clinic's Reality.check™ elevates your technology with validation from clinical experts and to show that you're ready for business.
Get the Reality.check™ seal
Reality.check
Automate.clinic
™
™
1283 hr validation
Doctor-in-the-Loop
↘
Automate.clinic's Reality.check™ elevates your technology with validation from clinical experts and to show that you're ready for business.
Get the Reality.check™ seal
Reality.check
Automate.clinic
™
™
1283 hr validation
Doctor-in-the-Loop
↘
Automate.clinic's Reality.check™ elevates your technology with validation from clinical experts and to show that you're ready for business.
Meet 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 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.
The Doctor-in-the-Loop™ platform
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
Tomorrow’s safe healthcare AI
by today’s top physicians.
Today’s AI reality is that the industry is figuring it out as it comes; There is no playbook to make models 100% safe; No rules written that apply to every care application. You are engineering tomorrow's extraordinary healthcare technology today and our patient-driven clinicians help increase the foundation for its data accuracy every day. We are your partner to break those silos and create care tech that succeeds next.
Clinical insights into your care model's performance
Our Doctor-in-the-Loop™ workflow teaches your model to reason like clinicians. Gold-standard datasets set the bar high for accuracy. Edge case identification catches what automated training misses. Hallucination detection that prevents dangerous outputs. We believe there's no one answer.
Concrete priorities for your challenges and a dedicated clinician team
Clinicians that work everywhere your AI needs care intelligence. Skip the months of recruiting and training—Automate Clinic gives you access to doctors who specialize in AI development. They integrate seamlessly into your workflows, providing expert oversight and validation without the overhead of building your own clinical team.
Doctors who dig into cases, logs, or work from scratch to fuel accuracy
Aerospace, finance, and defense discovered that human expertise becomes more critical, as AI models get more complex. Our doctors embed directly into your development cycle, providing the clinical validation and reasoning oversight that healthcare AI demands.



Why Automate.clinic
When AI inaccuracy can draw regulatory scrutiny, impact revenue, and could even cost lives, bad output isn’t an option. We deliver expert-led AI analysis and diagnostic data work to make your models more clinically sound, explainable, and trusted.
Develop clinical reasoning
We teach AI systems to think through medical problems step-by-step, using reinforcement learning from clinical feedback to build genuine clinical reasoning, not just pattern recognition.
Navigate complexity like experts
Our clinicians guide AI through iterative feedback cycles, teaching systems to handle uncertainty, weigh evidence, and consider multiple perspectives—the hallmarks of expert clinical thinking.
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.
Embed medical ethics and judgment
Using constitutional AI principles, we help your models develop internal guidelines that mirror medical ethics and clinical best practices, creating trustworthy AI that doctors actually want to use.
Focus areas
Expert-driven RLHF clinical training
Our doctors provide iterative feedback that teaches AI systems to improve their clinical reasoning over time, using reinforcement learning principles to build genuine medical intelligence.
Constitutional AI development
We help embed medical ethics and clinical reasoning principles directly into your AI's decision-making process, creating systems that self-correct based on clinical best practices.
Continuous clinical intelligence
Ongoing quality monitoring and reasoning validation that ensures your AI systems maintain clinical excellence as they scale and evolve.
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 do
Scale as you do
Scale as you do
What we don’t do
Develop or build your AI models
Develop or build your AI models
Develop or build your AI models
Deliver off-the-shelf, lossy datasets
Deliver off-the-shelf, lossy datasets
Deliver off-the-shelf, lossy 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
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.
Get the Reality.check™ seal
Reality.check
Automate.clinic
™
™
1283 hr validation
Doctor-in-the-Loop
↘
Automate.clinic's Reality.check™ elevates your technology with validation from clinical experts and to show that you're ready for business.
Get the Reality.check™ seal
Reality.check
Automate.clinic
™
™
1283 hr validation
Doctor-in-the-Loop
↘
Automate.clinic's Reality.check™ elevates your technology with validation from clinical experts and to show that you're ready for business.
Get the Reality.check™ seal
Reality.check
Automate.clinic
™
™
1283 hr validation
Doctor-in-the-Loop
↘
Automate.clinic's Reality.check™ elevates your technology with validation from clinical experts and to show that you're ready for business.
Meet 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 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.
The Doctor-in-the-Loop™ platform
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