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.
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.
We recruit, manage, and 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.
Easy integration with minimal effort from your team
We provide the tools, workflows, and infrastructure to make data enrichment seamless, efficient, and repeatable. Focus on building your AI—Automate.clinic handles the heavy lifting to ensure a fast, stress-free training experience.
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.
High-risk AI demands precision
Errors in AI can mean misdiagnoses, denied claims, or lawsuits. We use experts, not crowds, to refine audit-ready, real-world reliable models—reducing risks that could cost lives or millions.
Complex AI needs deep expertise
AI isn’t just pattern recognition—it’s medical decision-making. Unlike generic labeling, our experts provide context-aware, clinically grounded training, ensuring AI gains trust and adoption in real-world care.
Data must be explainable & audit-ready
Regulated AI requires transparent decision-making. Our doctors document clinical reasoning, making your AI more defensible, compliant, and seamless for regulatory approval.
Working with Automate.clinic
At Automate.clinic, we make it easy for companies to unlock the power of doctor-validated error corrections to improve model performance. Our collaborative and efficient process ensures high-quality, clinically refined data tailored to your specific needs.
The continuous Automate.clinic model improvement flow
As we begin our partnership, we seamlessly and securely integrate our platforms, creating a smooth pipeline for receiving your company's data. This ensures an efficient flow of clinically validated corrections back into your system for continuous model improvement.
After the initial setup is complete, we are ready to:
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
01 Set targets + define strategy
We crystallize your company’s goals and evaluate your model’s strengths, weaknesses, and alignment with those objectives. This process highlights key areas where our clinicians can enhance performance and drive meaningful improvements.
1.1
Analyze user feedback +
failure patterns
Analyze user feedback + failure patterns.
We understand where model debugging and data improvements would have the most impact to increase error reduction.
1.2
Determine where expert review adds the most value
We identify the critical areas where physician oversight is necessary to improve accuracy and ensure clinical safety.
1.3
Set model improvement area focus for our doctors
We determine which clinical flows our doctors should review and improve, and set goals to achieve increased clinical accuracy.
02 Clinical review + error correction
We receive relevant data from your models, apply clinical expertise to correct them, and append medical reasoning to each correction. This process ensures precise, reliable improvements that enhance your AI’s clinical accuracy and real-world effectiveness.
2.1
Align doctors with AI’s function & your goals
We train our doctors on your model’s intent, data structure, known challenges, and specific workflows.
2.2
Correct misinterpretations, omissions, and hallucinations
AI errors are identified and analyzed. Source data is refined with expert clinical judgment to remedy them.
2.3
Return corrections for model retraining
Adjustments are formatted into standardized machine-readable outputs for data augmentation and AI learning.
03 Data debrief + model evaluation
Training a model isn’t a one-time task—it’s an ongoing process. As your model evolves, we provide continuous refinement to ensure it consistently meets the highest clinical standards over time.
3.1
Partner for always-on AI refinement
Our experts enable your team to continuously refine error corrections, enhancing model accuracy and clinical reliability over time.
3.2
Adapt to evolving data, clinical, and market needs
As new data types, guidelines, or use cases emerge, we refine source data to align with the most up to date best clinical practices.
3.3
Refine and plan for continuous feedback loop
As we complete impact assessments with your team, we validate results, refine our approach, and restart the process to keep our work aligned with your business goals and user needs.
Our work doesn’t stop there:
Our doctors help you scale into new verticals and unlock business opportunities
As your model evolves to serve new specialties, patient populations, or workflows, we provide the necessary clinical partnership to support your company’s and model’s growth.
Behavioral health
Behavioral health
Clinical decision support
Clinical decision support
Clinical research
Clinical research
Clinical quality + outcomes
Clinical quality + outcomes
Diagnostic imaging
Diagnostic imaging
Documentation and coding
Documentation and coding
Medication management
Medication management
Virtual care
Virtual care
Patient triage + intake
Patient triage + intake
Personalized medicine
Personalized medicine
Clinical Operations
Clinical Operations
Patient engagement + education
Patient engagement + education
Revenue cycle management
Revenue cycle management
Remote patient monitoring
Remote patient monitoring
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
Stay focused on building great tech and 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 and 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 and 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 the Automate.clinic 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.
Vitals is
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 the Automate.clinic 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
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.
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.
We recruit, manage, and 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.
Easy integration with minimal effort from your team
We provide the tools, workflows, and infrastructure to make data enrichment seamless, efficient, and repeatable. Focus on building your AI—Automate.clinic handles the heavy lifting to ensure a fast, stress-free training experience.
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.
High-risk AI demands precision
Errors in AI can mean misdiagnoses, denied claims, or lawsuits. We use experts, not crowds, to refine audit-ready, real-world reliable models—reducing risks that could cost lives or millions.
Complex AI needs deep expertise
AI isn’t just pattern recognition—it’s medical decision-making. Unlike generic labeling, our experts provide context-aware, clinically grounded training, ensuring AI gains trust and adoption in real-world care.
Data must be explainable & audit-ready
Regulated AI requires transparent decision-making. Our doctors document clinical reasoning, making your AI more defensible, compliant, and seamless for regulatory approval.
Working with Automate.clinic
At Automate.clinic, we make it easy for companies to unlock the power of doctor-validated error corrections to improve model performance. Our collaborative and efficient process ensures high-quality, clinically refined data tailored to your specific needs.
The continuous Automate.clinic model improvement flow
As we begin our partnership, we seamlessly and securely integrate our platforms, creating a smooth pipeline for receiving your company's data. This ensures an efficient flow of clinically validated corrections back into your system for continuous model improvement.
After the initial setup is complete, we are ready to:
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
01 Set targets + define strategy
We crystallize your company’s goals and evaluate your model’s strengths, weaknesses, and alignment with those objectives. This process highlights key areas where our clinicians can enhance performance and drive meaningful improvements.
1.1
Analyze user feedback +
failure patterns
Analyze user feedback + failure patterns.
We understand where model debugging and data improvements would have the most impact to increase error reduction.
1.2
Determine where expert review adds the most value
We identify the critical areas where physician oversight is necessary to improve accuracy and ensure clinical safety.
1.3
Set model improvement area focus for our doctors
We determine which clinical flows our doctors should review and improve, and set goals to achieve increased clinical accuracy.
02 Clinical review + error correction
We receive relevant data from your models, apply clinical expertise to correct them, and append medical reasoning to each correction. This process ensures precise, reliable improvements that enhance your AI’s clinical accuracy and real-world effectiveness.
2.1
Align doctors with AI’s function & your goals
We train our doctors on your model’s intent, data structure, known challenges, and specific workflows.
2.2
Correct misinterpretations, omissions, and hallucinations
AI errors are identified and analyzed. Source data is refined with expert clinical judgment to remedy them.
2.3
Return corrections for model retraining
Adjustments are formatted into standardized machine-readable outputs for data augmentation and AI learning.
03 Data debrief + model evaluation
Training a model isn’t a one-time task—it’s an ongoing process. As your model evolves, we provide continuous refinement to ensure it consistently meets the highest clinical standards over time.
3.1
Partner for always-on AI refinement
Our experts enable your team to continuously refine error corrections, enhancing model accuracy and clinical reliability over time.
3.2
Adapt to evolving data, clinical, and market needs
As new data types, guidelines, or use cases emerge, we refine source data to align with the most up to date best clinical practices.
3.3
Refine and plan for continuous feedback loop
As we complete impact assessments with your team, we validate results, refine our approach, and restart the process to keep our work aligned with your business goals and user needs.
Our work doesn’t stop there:
Our doctors help you scale into new verticals and unlock business opportunities
As your model evolves to serve new specialties, patient populations, or workflows, we provide the necessary clinical partnership to support your company’s and model’s growth.
Behavioral health
Behavioral health
Clinical decision support
Clinical decision support
Clinical research
Clinical research
Clinical quality + outcomes
Clinical quality + outcomes
Diagnostic imaging
Diagnostic imaging
Documentation and coding
Documentation and coding
Medication management
Medication management
Virtual care
Virtual care
Patient triage + intake
Patient triage + intake
Personalized medicine
Personalized medicine
Clinical Operations
Clinical Operations
Patient engagement + education
Patient engagement + education
Revenue cycle management
Revenue cycle management
Remote patient monitoring
Remote patient monitoring
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
Stay focused on building great tech and 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 and 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 and 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 the Automate.clinic 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.
Vitals is
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 the Automate.clinic 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
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.
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.
We recruit, manage, and 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.
Easy integration with minimal effort from your team
We provide the tools, workflows, and infrastructure to make data enrichment seamless, efficient, and repeatable. Focus on building your AI—Automate.clinic handles the heavy lifting to ensure a fast, stress-free training experience.
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.
High-risk AI demands precision
Errors in AI can mean misdiagnoses, denied claims, or lawsuits. We use experts, not crowds, to refine audit-ready, real-world reliable models—reducing risks that could cost lives or millions.
Complex AI needs deep expertise
AI isn’t just pattern recognition—it’s medical decision-making. Unlike generic labeling, our experts provide context-aware, clinically grounded training, ensuring AI gains trust and adoption in real-world care.
Data must be explainable & audit-ready
Regulated AI requires transparent decision-making. Our doctors document clinical reasoning, making your AI more defensible, compliant, and seamless for regulatory approval.
Working with Automate.clinic
At Automate.clinic, we make it easy for companies to unlock the power of doctor-validated error corrections to improve model performance. Our collaborative and efficient process ensures high-quality, clinically refined data tailored to your specific needs.
The continuous Automate.clinic model improvement flow
As we begin our partnership, we seamlessly and securely integrate our platforms, creating a smooth pipeline for receiving your company's data. This ensures an efficient flow of clinically validated corrections back into your system for continuous model improvement.
After the initial setup is complete, we are ready to:
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
01 Set targets + define strategy
We crystallize your company’s goals and evaluate your model’s strengths, weaknesses, and alignment with those objectives. This process highlights key areas where our clinicians can enhance performance and drive meaningful improvements.
1.1
Analyze user feedback +
failure patterns
Analyze user feedback + failure patterns.
We understand where model debugging and data improvements would have the most impact to increase error reduction.
1.2
Determine where expert review adds the most value
We identify the critical areas where physician oversight is necessary to improve accuracy and ensure clinical safety.
1.3
Set model improvement area focus for our doctors
We determine which clinical flows our doctors should review and improve, and set goals to achieve increased clinical accuracy.
02 Clinical review + error correction
We receive relevant data from your models, apply clinical expertise to correct them, and append medical reasoning to each correction. This process ensures precise, reliable improvements that enhance your AI’s clinical accuracy and real-world effectiveness.
2.1
Align doctors with AI’s function & your goals
We train our doctors on your model’s intent, data structure, known challenges, and specific workflows.
2.2
Correct misinterpretations, omissions, and hallucinations
AI errors are identified and analyzed. Source data is refined with expert clinical judgment to remedy them.
2.3
Return corrections for model retraining
Adjustments are formatted into standardized machine-readable outputs for data augmentation and AI learning.
03 Data debrief + model evaluation
Training a model isn’t a one-time task—it’s an ongoing process. As your model evolves, we provide continuous refinement to ensure it consistently meets the highest clinical standards over time.
3.1
Partner for always-on AI refinement
Our experts enable your team to continuously refine error corrections, enhancing model accuracy and clinical reliability over time.
3.2
Adapt to evolving data, clinical, and market needs
As new data types, guidelines, or use cases emerge, we refine source data to align with the most up to date best clinical practices.
3.3
Refine and plan for continuous feedback loop
As we complete impact assessments with your team, we validate results, refine our approach, and restart the process to keep our work aligned with your business goals and user needs.
Our work doesn’t stop there:
Our doctors help you scale into new verticals and unlock business opportunities
As your model evolves to serve new specialties, patient populations, or workflows, we provide the necessary clinical partnership to support your company’s and model’s growth.
Behavioral health
Behavioral health
Clinical decision support
Clinical decision support
Clinical research
Clinical research
Clinical quality + outcomes
Clinical quality + outcomes
Diagnostic imaging
Diagnostic imaging
Documentation and coding
Documentation and coding
Medication management
Medication management
Virtual care
Virtual care
Patient triage + intake
Patient triage + intake
Personalized medicine
Personalized medicine
Clinical Operations
Clinical Operations
Patient engagement + education
Patient engagement + education
Revenue cycle management
Revenue cycle management
Remote patient monitoring
Remote patient monitoring
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
Stay focused on building great tech and 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 and 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 and 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 the Automate.clinic 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.
Vitals is
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 the Automate.clinic 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