Tomorrow’s safe healthcare AI
by today’s top clinicians.
Healthcare AI companies need clinical experts to improve model accuracy, but building in-house clinical teams is expensive, operationally challenging, and time-consuming. And one-size-fits-all expert networks that don't specialize in healthcare can't deliver the insights that medical AI demands. We offer a third path—a partnership approach purpose-built for healthcare AI. We've sourced clinical experts passionate about training, correcting, and guiding healthcare AI and built the infrastructure to vet them, train them, and pay them—giving you direct access to clinical experts through transparent pricing that enables rapid experimentation.
How Automate.clinic works
We meet you wherever you are in your development pipeline—providing expert corrections for post-training, building custom evals, or delivering the full stack from error detection to deployment proof. Our clinicians can work on your platform, or ours.
Continuous validation
w/ expert medical tools
Continuous validation
w/ expert medical tools
Continuous validation
w/ expert medical tools
Corrections and
clinical meta-data
Corrections and
clinical meta-data
Corrections and
clinical meta-data
Benchmarking and
performance analysis
Benchmarking and
performance analysis
Benchmarking and
performance analysis
▶
▶
Gold standard clinical datasets and evals
Gold standard clinical datasets and evals
Top clinical
experts
The best clinical outcomes come
from the top 10% of clinicians
The best clinical outcomes come from the top 10% of clinicians
The same is true for AI. Our clinicians are credentialed, accomplished practitioners who've spent decades at the leading edge of their specialties. They work with Automate.clinic because teaching AI models how to think like expert clinicians offers the same intellectual fulfillment as training residents, but with exponentially greater impact.
Find problems
Every project gets a dedicated clinical AI specialist who understands both medical reasoning and model behavior. They identify your model's failures—edge cases, dangerous patterns, clinical errors—and turn them into actionable training priorities.
Fix errors
Our clinicians provide validated corrections and clinical reasoning, creating the post-training data that makes your models measurably more accurate.
Improve accuracy
We build rigorous evals that quantify improvement over time, giving you the benchmarks that demonstrate clinical safety and deployment readiness.
Why Automate.clinic
Because accuracy is your best sales tool—and the hardest thing to build alone. When you try to hire a few in-house doctors to guide model development, you get limited clinical perspective, burnout from repetitive tasks, and no systematic way to capture the nuanced reasoning that separates good medicine from exceptional medicine.
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.
What we do
Source and manage physician experts
Source and manage physician experts
Provide clinically validated data
Provide clinically validated data
Provide efficient workflows for physician input
Provide efficient workflows for physician input
Ensure quality control and data consistency
Ensure quality control and data consistency
Streamline integration with minimal tech effort
Streamline integration with minimal tech effort
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
Deliver off-the-shelf, lossy datasets
Deliver off-the-shelf, lossy datasets
Provide general-purpose AI consulting
Provide general-purpose AI consulting
Replace your tech team
Replace your tech team
Guarantee regulatory approval for AI
Guarantee regulatory approval for AI
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.
Tomorrow’s safe healthcare AI
by today’s top clinicians.
Healthcare AI companies need clinical experts to improve model accuracy, but building in-house clinical teams is expensive, operationally challenging, and time-consuming. And one-size-fits-all expert networks that don't specialize in healthcare can't deliver the insights that medical AI demands. We offer a third path—a partnership approach purpose-built for healthcare AI. We've sourced clinical experts passionate about training, correcting, and guiding healthcare AI and built the infrastructure to vet them, train them, and pay them—giving you direct access to clinical experts through transparent pricing that enables rapid experimentation.
How Automate.clinic works
We meet you wherever you are in your development pipeline—providing expert corrections for post-training, building custom evals, or delivering the full stack from error detection to deployment proof. Our clinicians can work on your platform, or ours.
Continuous validation
w/ expert medical tools
Continuous validation
w/ expert medical tools
Continuous validation
w/ expert medical tools
Corrections and
clinical meta-data
Corrections and
clinical meta-data
Corrections and
clinical meta-data
Benchmarking and
performance analysis
Benchmarking and
performance analysis
Benchmarking and
performance analysis
▶
▶
Gold standard clinical datasets and evals
Gold standard clinical datasets and evals
Top clinical
experts
The best clinical outcomes come
from the top 10% of clinicians
The best clinical outcomes come from the top 10% of clinicians
The same is true for AI. Our clinicians are credentialed, accomplished practitioners who've spent decades at the leading edge of their specialties. They work with Automate.clinic because teaching AI models how to think like expert clinicians offers the same intellectual fulfillment as training residents, but with exponentially greater impact.
Find problems
Every project gets a dedicated clinical AI specialist who understands both medical reasoning and model behavior. They identify your model's failures—edge cases, dangerous patterns, clinical errors—and turn them into actionable training priorities.
Fix errors
Our clinicians provide validated corrections and clinical reasoning, creating the post-training data that makes your models measurably more accurate.
Improve accuracy
We build rigorous evals that quantify improvement over time, giving you the benchmarks that demonstrate clinical safety and deployment readiness.
Why Automate.clinic
Because accuracy is your best sales tool—and the hardest thing to build alone. When you try to hire a few in-house doctors to guide model development, you get limited clinical perspective, burnout from repetitive tasks, and no systematic way to capture the nuanced reasoning that separates good medicine from exceptional medicine.
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.
What we do
Source and manage physician experts
Source and manage physician experts
Provide clinically validated data
Provide clinically validated data
Provide efficient workflows for physician input
Provide efficient workflows for physician input
Ensure quality control and data consistency
Ensure quality control and data consistency
Streamline integration with minimal tech effort
Streamline integration with minimal tech effort
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
Deliver off-the-shelf, lossy datasets
Deliver off-the-shelf, lossy datasets
Provide general-purpose AI consulting
Provide general-purpose AI consulting
Replace your tech team
Replace your tech team
Guarantee regulatory approval for AI
Guarantee regulatory approval for AI
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.
Tomorrow’s safe healthcare AI
by today’s top clinicians.
Healthcare AI companies need clinical experts to improve model accuracy, but building in-house clinical teams is expensive, operationally challenging, and time-consuming. And one-size-fits-all expert networks that don't specialize in healthcare can't deliver the insights that medical AI demands. We offer a third path—a partnership approach purpose-built for healthcare AI. We've sourced clinical experts passionate about training, correcting, and guiding healthcare AI and built the infrastructure to vet them, train them, and pay them—giving you direct access to clinical experts through transparent pricing that enables rapid experimentation.
How Automate.clinic works
We meet you wherever you are in your development pipeline—providing expert corrections for post-training, building custom evals, or delivering the full stack from error detection to deployment proof. Our clinicians can work on your platform, or ours.
Continuous validation
w/ expert medical tools
Continuous validation
w/ expert medical tools
Continuous validation
w/ expert medical tools
Corrections and
clinical meta-data
Corrections and
clinical meta-data
Corrections and
clinical meta-data
Benchmarking and
performance analysis
Benchmarking and
performance analysis
Benchmarking and
performance analysis
▶
▶
Gold standard clinical datasets and evals
Gold standard clinical datasets and evals
Top clinical
experts
The best clinical outcomes come
from the top 10% of clinicians
The best clinical outcomes come from the top 10% of clinicians
The same is true for AI. Our clinicians are credentialed, accomplished practitioners who've spent decades at the leading edge of their specialties. They work with Automate.clinic because teaching AI models how to think like expert clinicians offers the same intellectual fulfillment as training residents, but with exponentially greater impact.
Find problems
Every project gets a dedicated clinical AI specialist who understands both medical reasoning and model behavior. They identify your model's failures—edge cases, dangerous patterns, clinical errors—and turn them into actionable training priorities.
Fix errors
Our clinicians provide validated corrections and clinical reasoning, creating the post-training data that makes your models measurably more accurate.
Improve accuracy
We build rigorous evals that quantify improvement over time, giving you the benchmarks that demonstrate clinical safety and deployment readiness.
Why Automate.clinic
Because accuracy is your best sales tool—and the hardest thing to build alone. When you try to hire a few in-house doctors to guide model development, you get limited clinical perspective, burnout from repetitive tasks, and no systematic way to capture the nuanced reasoning that separates good medicine from exceptional medicine.
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.
What we do
Source and manage physician experts
Source and manage physician experts
Provide clinically validated data
Provide clinically validated data
Provide efficient workflows for physician input
Provide efficient workflows for physician input
Ensure quality control and data consistency
Ensure quality control and data consistency
Streamline integration with minimal tech effort
Streamline integration with minimal tech effort
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
Deliver off-the-shelf, lossy datasets
Deliver off-the-shelf, lossy datasets
Provide general-purpose AI consulting
Provide general-purpose AI consulting
Replace your tech team
Replace your tech team
Guarantee regulatory approval for AI
Guarantee regulatory approval for AI
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.