If you’re building in care, we can provide the code
We’ve been there. We’ve hit that brick wall trying to make healthcare better for providers, payers, and patients. Our AI-native developer solutions are all about breaking down those barriers.
Start building
Accelerate your innovation
Providers
Build apps that maximize patient satisfaction and minimize back office busy work.
Biopharma
Improve clinical trial efficiency, gain deeper insights, and accelerate data analysis.
Healthtech
Rapidly build AI-powered features, provide personalized solutions, and maintain compliance.
Payers
Streamline claims processing, deliver more cost-effective care, and enhance health outcomes.
Extract medical codes and FHIR resources
Construe API
This API designed to bridge the gap between free-text clinical documentation and the structured data formats that health systems, payers, and analytics platforms need. It applies advanced clinical natural language processing (cNLP) and knowledge-graph–driven interpretation to extract and normalize key medical concepts from any unstructured source.
Inputs: Almost any raw clinical text from sources like EHR progress notes, radiology reports, discharge summaries, or patient intake forms. Data can be sent in plain text, JSON, or as part of an HL7/FHIR payload.
Data processing: Construe uses domain-trained language models to understand clinical context, disambiguate terms, and handle shorthand, typos, and varying documentation styles.
Outputs: Key data points — including conditions, medications, procedures, and lab results — are identified, normalized, and enriched with standardized codes. Choose between fully structured JSON or a hybrid output that preserves original text snippets alongside structured codes. All processing is HIPAA-compliant and performed on secure infrastructure.
Supported vocabularies: CPT, ICD-10-CM, ICD-10-PCS, SNOMED, LOINC, RxNorm, HPO, and custom.
Lang2FHIR API
This API is designed to take the messy, unstructured reality of healthcare language and turn it into clean, standards-compliant FHIR® resources you can use immediately in your systems.
Inputs: Almost any raw clinical text.
Data processing: Lang2FHIR is trained on both general clinical language and specialty-specific vocabularies. It recognizes not only terms but also context — negations (“no history of diabetes”), temporality (“started 2 weeks ago”), and relationships between entities.
Outputs: Converts extracted information into a properly structured FHIR resource. The API returns a JSON bundle of fully-formed FHIR resources, ready to store in your EHR, feed into analytics pipelines, or trigger alerts in clinical decision support systems.
Try it out
Create AI workflows and agents
Workflows API
Getting from point A to point B in healthcare AI development is never a straight line. With Workflows, all you have to do is describe what you want to happen, and Workflows will fill in the blanks.
Example prompts
Output: A detailed graph of the exact steps to take with detailed instructions on how to use Phenoml APIs to connect all the dots.
Agents API
Your AI-native healthcare assistant. A single API that coordinates multiple specialized models to handle complex clinical and operational requests.
Inputs: Send any healthcare-related question or task prompt — from “summarize this patient’s chart” to “draft a prior authorization letter” — to the Agent API.
Data processing: Automatically routes the request through the right combination of domain-specific AI tools, including Lang2FHIR, Construe, and custom reasoning modules. It pulls in relevant patient data, clinical guidelines, and terminology standards to ensure the response is accurate, compliant, and medically grounded.
Outputs: Returns a ready-to-use result — whether that’s structured data, a written document, or a decision-support recommendation — optimized for direct use in workflows or EHRs.
Try it out
Connect with EHRs
With just a couple lines of code, you can let our APIs handle the complexity of integrating with the fragmented ecosystem of EHRs.
Current support: EPIC, Cerner, Athena, Elation, Canvas, Medplum, Google Healthcare, and HAPI. Supports both proxying requests and AI-native interface for tool calling.
Coming soon: Salesforce Health Cloud, Practice Fusion.
Try it out
Ready to build something phenomenal?
Ready to build something phenomenal?
Whether you’re prototyping or scaling, Phenoml’s fully configurable, healthcare-ready AI lets you integrate easily, automate confidently, and deploy quickly
Get started
Medical codes

AI workflows
AI agents
FHIR research
FHIR resources
Cohort analysis
Frequently Asked Questions
What is Phenoml and what does it do?
+
How does Phenoml integrate with FHIR and EHR systems?
+
Is Phenoml HIPAA-compliant and secure?
+
What makes Phenoml different from general-purpose AI tools?
+
If you’re building in care, we can provide the code
We’ve been there. We’ve hit that brick wall trying to make healthcare better for providers, payers, and patients. Our AI-native developer solutions are all about breaking down those barriers.
Start building
Accelerate your innovation
Providers
Build apps that maximize patient satisfaction and minimize back office busy work.
Biopharma
Improve clinical trial efficiency, gain deeper insights, and accelerate data analysis.
Healthtech
Rapidly build AI-powered features, provide personalized solutions, and maintain compliance.
Payers
Streamline claims processing, deliver more cost-effective care, and enhance health outcomes.
Extract medical codes and FHIR resources
Construe API
This API designed to bridge the gap between free-text clinical documentation and the structured data formats that health systems, payers, and analytics platforms need. It applies advanced clinical natural language processing (cNLP) and knowledge-graph–driven interpretation to extract and normalize key medical concepts from any unstructured source.
Inputs: Almost any raw clinical text from sources like EHR progress notes, radiology reports, discharge summaries, or patient intake forms. Data can be sent in plain text, JSON, or as part of an HL7/FHIR payload.
Data processing: Construe uses domain-trained language models to understand clinical context, disambiguate terms, and handle shorthand, typos, and varying documentation styles.
Outputs: Key data points — including conditions, medications, procedures, and lab results — are identified, normalized, and enriched with standardized codes. Choose between fully structured JSON or a hybrid output that preserves original text snippets alongside structured codes. All processing is HIPAA-compliant and performed on secure infrastructure.
Supported vocabularies: CPT, ICD-10-CM, ICD-10-PCS, SNOMED, LOINC, RxNorm, HPO, and custom.
Lang2FHIR API
This API is designed to take the messy, unstructured reality of healthcare language and turn it into clean, standards-compliant FHIR® resources you can use immediately in your systems.
Inputs: Almost any raw clinical text.
Data processing: Lang2FHIR is trained on both general clinical language and specialty-specific vocabularies. It recognizes not only terms but also context — negations (“no history of diabetes”), temporality (“started 2 weeks ago”), and relationships between entities.
Outputs: Converts extracted information into a properly structured FHIR resource. The API returns a JSON bundle of fully-formed FHIR resources, ready to store in your EHR, feed into analytics pipelines, or trigger alerts in clinical decision support systems.
Try it out
Create AI workflows and agents
Workflows API
Getting from point A to point B in healthcare AI development is never a straight line. With Workflows, all you have to do is describe what you want to happen, and Workflows will fill in the blanks.
Example prompts
Output: A detailed graph of the exact steps to take with detailed instructions on how to use Phenoml APIs to connect all the dots.
Agents API
Your AI-native healthcare assistant. A single API that coordinates multiple specialized models to handle complex clinical and operational requests.
Inputs: Send any healthcare-related question or task prompt — from “summarize this patient’s chart” to “draft a prior authorization letter” — to the Agent API.
Data processing: Automatically routes the request through the right combination of domain-specific AI tools, including Lang2FHIR, Construe, and custom reasoning modules. It pulls in relevant patient data, clinical guidelines, and terminology standards to ensure the response is accurate, compliant, and medically grounded.
Outputs: Returns a ready-to-use result — whether that’s structured data, a written document, or a decision-support recommendation — optimized for direct use in workflows or EHRs.
Try it out
Connect with EHRs
With just a couple lines of code, you can let our APIs handle the complexity of integrating with the fragmented ecosystem of EHRs.
Current support: EPIC, Cerner, Athena, Elation, Canvas, Medplum, Google Healthcare, and HAPI. Supports both proxying requests and AI-native interface for tool calling.
Coming soon: Salesforce Health Cloud, Practice Fusion.
Try it out
Ready to build something phenomenal?
Ready to build something phenomenal?
Whether you’re prototyping or scaling, Phenoml’s fully configurable, healthcare-ready AI lets you integrate easily, automate confidently, and deploy quickly
Get started
Medical codes

AI workflows
AI agents
FHIR research
FHIR resources
Cohort analysis
Frequently Asked Questions
What is Phenoml and what does it do?
+
How does Phenoml integrate with FHIR and EHR systems?
+
Is Phenoml HIPAA-compliant and secure?
+
What makes Phenoml different from general-purpose AI tools?
+
If you’re building in care, we can provide the code
We’ve been there. We’ve hit that brick wall trying to make healthcare better for providers, payers, and patients. Our AI-native developer solutions are all about breaking down those barriers.
Start building
Accelerate your innovation
Providers
Build apps that maximize patient satisfaction and minimize back office busy work.
Biopharma
Improve clinical trial efficiency, gain deeper insights, and accelerate data analysis.
Healthtech
Rapidly build AI-powered features, provide personalized solutions, and maintain compliance.
Payers
Streamline claims processing, deliver more cost-effective care, and enhance health outcomes.
Extract medical codes and FHIR resources
Construe API
This API designed to bridge the gap between free-text clinical documentation and the structured data formats that health systems, payers, and analytics platforms need. It applies advanced clinical natural language processing (cNLP) and knowledge-graph–driven interpretation to extract and normalize key medical concepts from any unstructured source.
Inputs: Almost any raw clinical text from sources like EHR progress notes, radiology reports, discharge summaries, or patient intake forms. Data can be sent in plain text, JSON, or as part of an HL7/FHIR payload.
Data processing: Construe uses domain-trained language models to understand clinical context, disambiguate terms, and handle shorthand, typos, and varying documentation styles.
Outputs: Key data points — including conditions, medications, procedures, and lab results — are identified, normalized, and enriched with standardized codes. Choose between fully structured JSON or a hybrid output that preserves original text snippets alongside structured codes. All processing is HIPAA-compliant and performed on secure infrastructure.
Supported vocabularies: CPT, ICD-10-CM, ICD-10-PCS, SNOMED, LOINC, RxNorm, HPO, and custom.
Lang2FHIR API
This API is designed to take the messy, unstructured reality of healthcare language and turn it into clean, standards-compliant FHIR® resources you can use immediately in your systems.
Inputs: Almost any raw clinical text.
Data processing: Lang2FHIR is trained on both general clinical language and specialty-specific vocabularies. It recognizes not only terms but also context — negations (“no history of diabetes”), temporality (“started 2 weeks ago”), and relationships between entities.
Outputs: Converts extracted information into a properly structured FHIR resource. The API returns a JSON bundle of fully-formed FHIR resources, ready to store in your EHR, feed into analytics pipelines, or trigger alerts in clinical decision support systems.
Try it out
Create AI workflows and agents
Workflows API
Getting from point A to point B in healthcare AI development is never a straight line. With Workflows, all you have to do is describe what you want to happen, and Workflows will fill in the blanks.
Example prompts
Output: A detailed graph of the exact steps to take with detailed instructions on how to use Phenoml APIs to connect all the dots.
Agents API
Your AI-native healthcare assistant. A single API that coordinates multiple specialized models to handle complex clinical and operational requests.
Inputs: Send any healthcare-related question or task prompt — from “summarize this patient’s chart” to “draft a prior authorization letter” — to the Agent API.
Data processing: Automatically routes the request through the right combination of domain-specific AI tools, including Lang2FHIR, Construe, and custom reasoning modules. It pulls in relevant patient data, clinical guidelines, and terminology standards to ensure the response is accurate, compliant, and medically grounded.
Outputs: Returns a ready-to-use result — whether that’s structured data, a written document, or a decision-support recommendation — optimized for direct use in workflows or EHRs.
Try it out
Connect with EHRs
With just a couple lines of code, you can let our APIs handle the complexity of integrating with the fragmented ecosystem of EHRs.
Current support: EPIC, Cerner, Athena, Elation, Canvas, Medplum, Google Healthcare, and HAPI. Supports both proxying requests and AI-native interface for tool calling.
Coming soon: Salesforce Health Cloud, Practice Fusion.
Try it out
Ready to build something phenomenal?
Ready to build something phenomenal?
Whether you’re prototyping or scaling, Phenoml’s fully configurable, healthcare-ready AI lets you integrate easily, automate confidently, and deploy quickly
Get started
Medical codes

AI workflows
AI agents
FHIR research
FHIR resources
Cohort analysis
Frequently Asked Questions
What is Phenoml and what does it do?
+
How does Phenoml integrate with FHIR and EHR systems?
+
Is Phenoml HIPAA-compliant and secure?
+
What makes Phenoml different from general-purpose AI tools?
+