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Abstractive Health API
Abstractive Health
Clinical Decision Support & Reference
Abstractive Health's API provides developers and health systems with direct access to AI-powered medical record retrieval, summarization, and clinical question answering, designed for seamless integration into EHRs and provider workflows.

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About Abstractive Health

Abstractive Health is a healthcare AI company that develops an automated summary platform designed to assist physicians in the Electronic Health Record (EHR) by condensing relevant patient health information. Their platform utilizes natural language processing (NLP), large language models (LLMs), and generative AI to transform extensive medical notes into concise, clinically relevant narratives. This technology aims to help clinicians quickly understand a patient’s complete medical history and course of treatment, enabling them to read and write clinical notes faster and reduce documentation burden.

The company’s offerings include AI-powered medical record retrieval from national Health Information Exchange (HIE) networks, longitudinal chart summaries with sentence-level provenance, and evidence-based clinical question answering. Abstractive Health’s platform integrates directly with major EHR systems like Epic, Cerner, and Athenahealth, and can process various document types including CCDAs, FHIR R4 resources, PDFs, and image-based documents. They also offer a “Clinical Time Machine,” an AI-driven simulation that allows physicians to explore diagnostic cases using real historical medical charts for training and engagement with AI.

Abstractive Health’s technology has been clinically proven in studies with Weill Cornell Medicine and recognized by the U.S. Department of Veterans Affairs for its ability to streamline medical record review and support healthcare providers. The company emphasizes trust, auditability, and interoperability in its product design, aiming to deliver clinical-grade AI solutions that are reliable in real-world healthcare data flows.

Focus Areas

AI-powered medical record summarization clinical documentation natural language processing (NLP) patient intelligence record retrieval clinical decision support generative AI

Business Intelligence

Key InvestorsGorges Ventures, Healwell AI, Leap of Faith Technologies, New York Ventures, Pear VC, Cornell Tech, National Science Foundation, Rho Capital Partners, Rishad Usmani Md
PartnershipsWELL Health Technologies, Weill Cornell Medicine, NewYork-Presbyterian
Technologycloud-native, AI-powered summarization, retrieval-augmented generation (RAG), agentic AI platform, SMART on FHIR

What Physicians Need to Know

AI-Powered Medical Record Summarization
Abstractive Health specializes in transforming extensive medical notes into concise, clinically relevant narratives. Their AI-powered summarization engine distills full patient charts, surfacing diagnoses, medications, allergies, hospitalizations, and key events across institutions. This technology has been shown to achieve physician-level accuracy and is being piloted in collaborations like Weill Cornell Medicine for emergency medicine handoff notes.
Natural Language Processing (NLP) & Generative AI
The company leverages a novel NLP approach and generative AI, including large language models (LLMs) like LLaMA-2, to synthesize information and create new sentences for summaries, rather than just extracting existing text. This allows for more fluent and contextually coherent summaries.
Patient Intelligence & Record Retrieval
Abstractive Health's platform provides 'Patient Intelligence' by organizing and interpreting patient data from various sources, including EHRs and national health information exchanges (HIEs). They offer high-performance medical record retrieval, aiming to deliver more complete and faster access to patient histories.
Clinical Decision Support (CDS)
They offer customizable clinical decision support (CDS) that delivers timely and relevant care notifications. These alerts are grounded in patient-specific data from the chart and aligned with clinical guidelines, reducing alert fatigue.
Key Differentiators
Abstractive Health stands out by focusing on abstractive summarization, which generates new, synthesized sentences for summaries, leading to greater fluency and comprehension compared to extractive methods. They emphasize clinically validated summaries with sentence-level provenance, linking each summarized statement back to its source. Their platform is built on a HIPAA-compliant framework with encryption, audit trails, and access controls. They also offer a 'Clinical Time Machine' for diagnostic training using historical patient records.
Technology Stack
Their technology for generating AI summaries utilizes a combination of state-of-the-art open-source models, such as Clinical LLaMA and Clinical GPT, alongside proprietary technology. The platform is built as a SMART on FHIR application, which is an industry standard for seamless EHR integration. They also employ Retrieval-Augmented Generation (RAG) for clinical question answering.
Physician Tip

For physicians, Abstractive Health can significantly reduce the time spent on medical record review, with some clinicians reporting a reduction in average prep time of approximately 30%. The AI-generated summaries provide a quick grasp of essential patient information, which is particularly beneficial in fast-paced environments like the ER. The ability to ask evidence-informed questions about a patient's chart and receive cited answers in seconds can aid in complex decision-making. Furthermore, customizable CDS alerts can surface critical insights without disrupting workflow, helping with chronic care management and ensuring preparedness for patient encounters.

Abstractive Health offers direct integrations with major EHR systems, including AdvancedMD, athenahealth, Canvas Medical, Cerner, DrChrono, eClinicalWorks, Epic, NextGen, Oscar Pro, Greenway Health, Practice Fusion, and Veradigm. These integrations allow clinicians to quickly access comprehensive clinical summaries directly within their existing EHR workflows. They also provide a robust API for developers and health systems to integrate their AI-powered record retrieval, summarization, and clinical question answering into custom applications.

Products by Abstractive Health

1 product in the directory

Abstractive Health API
Abstractive Health
Clinical Decision Support & Reference
Abstractive Health's API provides developers and health systems with direct access to AI-powered medical record retrieval, summarization, and clinical question answering, designed for seamless integration into EHRs and provider workflows.

What the Web Says

Abstractive Health offers an AI-powered platform for medical record summarization, clinical Q&A, and interoperable record retrieval, aiming to save clinicians time and improve patient care. The company's AI tools integrate with national Health Information Exchange (HIE) networks and major Electronic Health Record (EHR) systems. Customer testimonials highlight the product's ability to quickly provide essential patient information and its positive impact on preparing for patient encounters.

Overall: Positive

Strengths

  • Saves hours of clinical review time by providing concise AI summaries of patient charts.
  • Delivers key insights before patient visits, helping clinicians be informed and ready.
  • Improves chronic care management outcomes.
  • Quick adoption by medical professionals due to ease of use.
  • Integrates with national HIE networks and major EHR systems.
  • Provides sentence-level source links for AI medical record summaries, ensuring trustworthiness and auditability.

Limitations

  • Limited public reviews on platforms like G2, Glassdoor, and Capterra make it difficult to gather a wide range of independent opinions.
  • Some general concerns about AI medical scribes on Reddit include potential inaccuracies, missed key details, and issues with formatting, though these are not specific to Abstractive Health.
  • The challenge of ensuring summarized information is consistent with known clinical knowledge and handling the vast volume of information in medical records is a general concern for AI summarization tools.
  • One Reddit user mentioned that some AI medical scribes do not answer medical questions, which they believe a medical scribe should be able to do.

Based on reviews from: Abstractive Health | AI Medical Record Summaries & Clinical Q&A, Careers - Abstractive Health, AI vs. Physicians: Which Writes Better Discharge Summaries? : r/hospitalist - Reddit, I tried a lot of AI medical scribes so you don't have to - my honest review : r/medicine - Reddit, Extractive vs Abstractive AI Summarization in Medical Records - Wisedocs, I tried all the AI medical scribes so you don't have to - my honest review - Reddit

Last updated: 2026-10-04

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Frequently Asked Questions

Abstractive Health's AI medical record summarization uses natural language processing (NLP) to condense a patient's full longitudinal chart, often spanning hundreds of thousands of notes, into a concise, sentence-based narrative. This process identifies key details like diagnoses, medications, allergies, and hospitalizations, preserving clinical context and providing sentence-level source links for verification. Benefits include saving hours of clinical review time, delivering key insights before visits, and improving chronic care management outcomes by providing accurate, actionable summaries.
Beyond summarization, Abstractive Health offers a comprehensive 'patient intelligence' platform that integrates patient records, charting data, and clinical notes with clinical decision support and research. This includes fast, automated record retrieval through national HIE networks, AI-powered summarization, and a Retrieval-Augmented Generation (RAG) engine for evidence-based clinical question answering with citations. They also provide customizable clinical decision support (CDS) that delivers smart care notifications without causing alert fatigue, allowing physicians to set personalized triggers based on patient data and clinical guidelines.
Abstractive Health is built on a HIPAA-compliant framework with encryption, audit trails, and access controls, meeting high standards for clinical use. They explicitly state that they do not use PHI or identifiable patient data from a practice to train their AI models; their technology was initially trained on over 10,000 patient charts in partnership with Weill Cornell Medicine. Once deployed, patient data remains private and is used solely for generating summaries for clinical use, with every sentence in an AI-generated summary including source links for verification.
Abstractive Health is built as a SMART on FHIR application, which is an industry standard for seamless EHR integration, allowing AI summaries and record retrieval to function directly within existing patient charts and clinical workflows. They support major EHR systems including Epic, Cerner, Athenahealth, eClinicalWorks, NextGen, Veradigm, DrChrono, Canvas, Oscar, Greenway, and Practice Fusion. For standalone use, setup takes about 3 minutes, with access to national patient records typically activating within 72 hours. For organizations requiring full EHR and API integration, a customized plan is offered, and API implementation averages about one week.
Abstractive Health offers different pricing tiers. A free 'Clinician Account' provides unlimited AI question answering and a limited number of patient searches and PDF uploads per month. A 'Standalone (web app)' plan costs $99 per user per month and includes unlimited patient searches, AI medical record summaries, and scan summarizations. For organizations requiring full EHR and API integration, a customized 'Organization' plan is available upon consultation.
Abstractive Health's AI medical record summarization engine is built on clinically validated technology, trained on over 10,000 patient charts and fine-tuned in partnership with Weill Cornell Medicine. Their approach has resulted in published research and a granted patent, and they were recognized as a top 3 winner in the VA AI Tech Sprint for AI medical record summaries. Their technology, empowered by LLaMA-2, has been shown to achieve accuracy equivalent to physician-written summaries.
Abstractive Health provides comprehensive support and resources, including a Quickstart Guide, full API documentation, and a Sandbox environment for safe testing. For organizations on an Enterprise or Organization plan, they offer priority customer support with direct access to their management and engineering teams. They also provide help documentation, case studies, blog articles, and a service status page.

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