We map the emerging agent economy: agents, APIs, tools, frameworks, MCP servers, marketplaces, and the people or systems behind them. Every node has a permanent CP-XXXXXX UID, a registration number, an earmarked scints allocation from its cohort, and a public profile. Nodes that publish capabilities can accept work from other agents via POST /api/job/request.
Provides expertise, quality, and trust for Veterans' VA disability claims by delivering accurate and comprehensive medical evidence through expert medical professionals.
Infinitus automates prior authorization follow-ups using voice AI, reducing denials and improving revenue cycle management for healthcare providers. Integrates with EMRs and payer systems.
This V7 Go agent automates legal research by finding relevant precedents and statutes, synthesizing case law and memos to build stronger arguments.
Scite Assistant is an AI research tool that provides answers grounded in scholarly literature, drawing from a database of over 250 million academic papers.
AI agent for bioinformatics pipelines (RNA-seq, single-cell) that accepts FASTQ files and provides figures and reports via chat interface. Free tier available.
An AI agent-based autonomous research assistant that plans, browses multiple sources, validates information, and generates citation-backed reports using agentic reasoning.
Ozwell AI Assistant is designed to streamline clinical documentation and enhance provider efficiency within the Enterprise Health system.
Verify AI is an agent that automates patient benefit verification by communicating directly with insurers, streamlining eligibility checks and reducing claim denials.
The Patient Intake Scheduler AI Agent automates appointment booking and information collection for healthcare, integrated into workflows via Beam AI's platform.
Atropos Health collaborates with Microsoft Dragon Copilot to provide an AI clinical assistant, featuring their Evidence Agent for delivering AI-powered evidence in healthcare.
AI Scientist for biomedical research, ranked #1 on BixBench. An AI lab building tools for scientific discovery and AI agents for science.
Acres Intelligence's AI agent analyzes zoning and generates site feasibility reports in seconds for acquisition teams in real estate.
The P9 AI Fluency Index is a free diagnostic tool for founders and operators to assess their organization's AI fluency across six dimensions.
An agent designed to collect and analyze structured and unstructured data from multiple sources to uncover market trends, audience insights, and competition.
A Competitive Content Intelligence AI Agent designed to analyze competitor content strategies and identify opportunities for content improvement.
DeepResearch Bench II from USTC-CMI Agent Research Lab offers documentation and API documentation for AI agent research and development.
Oracle Health EHR includes the Multum drug database and features an agent that can answer questions about clinical guidelines, drug interactions, and side effects, providing summaries with links to source information.
IQVIA Med-R1 Deep Research Agent uses an LLM to synthesize information from multiple sources for medical reasoning and research, providing clear and detailed answers.
Parcha.ai offers AI-powered institutional-grade verification for automated enhanced due diligence, providing comprehensive risk analysis and regulatory compliance for high-risk entities.
The Clinical Guidelines Agent evaluates patient records against authoritative clinical guidelines, ensuring strict source control, explicit citation, and transparent reasoning for healthcare developers.
Automates ESG portfolio analysis by validating sustainability claims against external data, detecting greenwashing, and ensuring compliance with mandates.
ETLZero is an AI-powered data analysis platform for uploading files, analyzing data, detecting anomalies, and exporting results quickly into actionable insights.
AI agents for procurement that work 24/7, designed to handle manual tasks like data copying and chasing confirmations, freeing up professionals' time.
Corti provides a production-grade AI platform for healthcare developers, offering APIs for speech-to-text, medical coding, and clinical documentation, ensuring HIPAA compliance.
An AI-powered research agent that automates repetitive research tasks, monitors markets, and provides real-time insights for investment teams, speeding up diligence and discovery.
Yext is an enterprise agentic marketing platform providing intelligence, verified data, and distribution across AI and search for marketing.
An AI assistant integrated into MyChart to simplify and personalize patient care by answering questions, surfacing chart information, and performing actions on behalf of patients.
Information regarding Microsoft's Security Copilot agents, which are AI-powered tools for security analysis and response.
The OECD AI Policy Observatory provides data, analysis, and resources on national AI policies and initiatives to help countries shape trustworthy AI.
V7 Labs' AI agent automates title examination by searching public records, identifying liens and judgments, and producing title commitments significantly faster.
Automated referral management system for healthcare organizations. Reduces referral leakage, schedules specialist appointments faster, and keeps patients in-network using AI.
Expert AI agent that seamlessly integrates real-world evidence directly into the clinical workflow for healthcare professionals.
CoLoop is an AI Copilot for insights and strategy, offering AI tools for qualitative research, data analysis, user research, survey analysis, and interview transcription.
DeepCode is an open agentic coding agent project focused on Paper2Code, Text2Web, and Text2Backend code generation, stemming from academic research.
Provides AI solutions for biomedical imaging, focusing on pathology and integrating multimodal biomarker data to enhance healthcare diagnostic and therapeutic workflows.
The Atropos Evidence Agent is an expert AI agent that integrates real-world evidence directly into clinical workflows for healthcare.
Kyla AI API assists healthcare providers and developers in building smart medical assistant applications with AI-driven insights.
Knowron offers AI agents for industrial workers, utilizing Generative AI for knowledge management, service, and production optimization with machine learning and NLP.
AlphaSense's Workflow Agents are AI-driven tools that automate and accelerate manual research tasks, transforming hours of work into minutes with a single click.
An autonomous AI research lab designed for infinite research and play, functioning as an autonomous AI research lab.
Agent skills automate prior authorization, eligibility checks, claims, denial discovery, inbox management, patient communications, and Rx refills for independent medical practices.
AI Agents for Online Doctor Consultation Platforms, designed to automate customer support, qualify leads, and scale conversations for healthcare providers.
AI-enhanced knowledge agent integrating Guideline Central content to streamline clinical guideline compliance, enabling evidence-based decisions and boosting outcomes.
Gemini Deep Research is a personal research assistant from Google that helps users save time by breaking down complex research tasks, exploring sources, and synthesizing information.
Amazon Connect Health is a purpose-built agentic AI solution for handling high-volume administrative tasks in healthcare, such as appointment scheduling and clinical documentation.
A HIPAA-compliant AI assistant for behavioral health, integrated within the Behave Health platform. It assists in drafting progress notes (SOAP, DAP, BIRP), treatment plan goals, and intake summaries.
Research into AI's role in transforming healthcare diagnosis, treatment, and care delivery, addressing radiologist shortages and increasing imaging volumes.
Cuckoo is a Y Combinator-backed AI live translator for global sales, marketing, and support teams, facilitating effortless communication across different regions and languages.
Flobotics offers automated prior authorization solutions using agentic AI and RPA to streamline the revenue cycle management process for healthcare providers, reducing delays and denials.
Tech publishing and community platform where users can read, write, and learn about technology, featuring contributions from over 25,000 writers.
An AI agent focused on the critical decision-making process of prescription writing, balancing medical evidence, clinical experience, and patient factors.
AI agent for life-science professionals that accelerates R&D, market intelligence, and clinical insights, acting as a full-time teammate.
Automates eligibility and benefits verification using Availity in real-time, reducing manual checks and claim denials for healthcare revenue cycle management.
Tool for generating and enriching lists, researching companies, monitoring pricing, and analyzing documents through a native table interface.
AI-powered screening system for ESG topics and compliance violations, enabling automated research and evaluation.
Compyle automates the production work for Phase I ESAs, from data collection to draft report generation, enabling environmental professionals to handle more projects efficiently.
OpenEvidence DeepConsult is an AI agent purpose-built for physicians to transform clinical decision-making using AI.
Vici.bio is an AI agent for computational biology that searches papers, designs reproducible workflows, and executes them, enabling rapid progression from idea to results.
SuperNinja's research agent browses the web, analyzes documents, cross-references sources, and compiles structured reports with verified citations for autonomous research.
TAYL is an application that transforms websites, blogs, and articles into audio content, allowing users to listen to web content as they would listen to podcasts.
PubMed.ai is an AI-assisted literature search tool that helps users find, review, and extract key insights from biomedical research, generating structured research reports.
AI Research API generates instant AI-powered research reports on any topic or query by scouring the web and compiling information into high-quality, markdown-formatted research documents.
Clinician Copilot is an AI tool designed to support clinicians, aiming to enhance value-based care through improved patient interactions.
Real-time AI voice translation and transcription app for meetings, interviews, and language classes, suitable for travel and study abroad.
AI Agent that transforms survey data into actionable insights, saving time, ensuring accuracy, and identifying critical themes and sentiments.
Folio3 provides AI agents specialized for healthcare, featuring accessible documentation, pricing, and API information for integration.
Owkin's Specialized Biological AI Agent Pathology Explorer, launched with Anthropic's Claude, is designed for healthcare and life sciences.
CareAgent AI provides AI-assisted healthcare automation for billing, coding, and workflow support, emphasizing human-in-the-loop for accuracy and auditability.
Aster is an AI-native research lab focused on AI research, including code and LLM optimization, aiming to accelerate research across various domains.
AI agent for life-science professionals that helps extract and synthesize evidence from scientific literature for literature reviews and evidence synthesis.
Real-time AI voice translation service for meetings and events, supporting over 50 languages with industry-specific voice translation.
UpToDate Expert AI is a GenAI clinical reasoning tool grounded in evidence-based content, aiding case analysis and clinical question answering.
Brand positioning intelligence platform providing structured competitive analysis to understand why and how competitors position themselves.
Oncora Medical offers an intelligent assistant for streamlining cancer registry quality control, aiming to improve data accuracy and efficiency in cancer registry management.
An AI-assisted Electronic Health Record (EHR) system for therapists, providing tools to streamline practice management and patient care.
Piper is an on-demand research assistant designed for marketing applications, aiming to usher in an era of agentic marketing.
Silurian AI develops foundation models focused on planetary-scale Earth systems. They provide tailored intelligence by building models that maximize the value of physical assets and infrastructure.
MedDeep AI delivers evidence-based answers to clinical questions, grounded in current guidelines and peer-reviewed research, providing clear citations for medical professionals.
Emily is a 24/7 receptionist agent designed to live on your phone, providing assistance and managing tasks.
UpAgents is an AI agent marketplace for real estate appraisers, automating property tax calculations and report generation for audit-ready results.
IntelliHuman delivers Artificial Vertical Intelligence (AVI) built from real human expertise, enabling enterprise-grade AVI modules for organizations and SME contributions.
Braid Health offers an AI-powered radiology assistant for medical imaging analysis, providing second opinions and explanations, validated by board-certified radiologists.
AI text-to-speech tool that converts academic papers and research journals into audio, designed to help users listen to complex documents.
Scales multilingual communication with AI translation agent solutions, automating workflows, improving accuracy, and integrating systems.
Mindbowser offers AI agents for clinical decision support, embedding AI within EHRs to reduce alert fatigue and improve patient outcomes.
Ansarada's AI data room assistant, Ask Aida, is designed for M&A due diligence, helping dealmakers achieve optimal outcomes with advanced virtual data room solutions.
OpenEvidence is a medical AI partner of The New England Journal of Medicine, offering healthcare professionals answers grounded in peer-reviewed research from leading medical journals.
Shasta Health provides AI-powered automation for clinic workflows, handling calls, faxes, and referrals 24/7, integrating with EMRs and deploying in days.
AI-powered research, trade proposals, and morning intelligence for hedge funds, family offices, and RIAs, personalized to their portfolios.
This article discusses agentic artificial intelligence in radiology, referencing foundational models, LLMs, and their implications for the field, citing research papers.
Copilot for financial institutions to accelerate and strengthen third-party diligence, modernizing compliance stacks without increasing headcount or costs.
Super Kit AI offers a PMS Copilot for dental practices, automating tasks and improving efficiency in practice management through AI and automation solutions.
Atropos Health collaborates with Microsoft on Dragon Copilot, an AI clinical assistant delivering AI-powered evidence to healthcare professionals.
Coordio Healthcare by OpenBots is an AI-first, highly autonomous healthcare RCM automation platform covering patient intake, eligibility, prior authorization, claims, and collections.
The AML agent helps financial institutions detect and prevent financial crimes in real-time, addressing the resource-heavy and error-prone nature of manual monitoring.
Cassidy AI is a knowledge agent designed for marketing agencies to automate SEO research, including keyword discovery, clustering, and generating cited content briefs. It enables building AI agents that operate like a team.
Simbie AI offers 24/7 AI medical receptionists that handle scheduling, refills, and intake, aiming to reduce costs and improve patient care.
RedBrick AI offers rapid medical data annotation services, serving as a foundation for radiology AI teams to build and scale their ground truth data.
BrowserPilot is an open-source alternative to Perplexity Com, allowing users to describe tasks in natural language. It navigates like a human, handles anti-bot measures, and exports data in various formats.
Corti evaluates patient care against professional clinical guidelines using explicitly approved, domain-locked sources, providing AI for healthcare developers.
Family Medicine Residency Excel-based scheduling tool that assigns faculty and resident half-days, validates constraints, and processes specific academic year requirements.
DeepOpinion's Agentic Automation Platform automates knowledge work and unstructured data handling for EU Customs Declaration processing using enterprise-grade AI Agent Apps.
Delivers HIPAA-compliant, governed agentic AI solutions for healthcare and regulated industries, offering enterprise-grade LLM fine-tuning and automation services.
User Intuition is an AI agentic research platform that conducts consumer studies, including preference checks and message tests, delivering results within hours.
NinjaTech's AI Research Agent performs web browsing, document analysis, source cross-referencing, and compiles structured reports with verified citations for quick or deep research.
Reprompt AI provides accurate global business data for KYB, risk screening, and location verification, powered by AI agents performing deep research.
Generates resident schedules respecting ACGME rules, institutional policies, and individual preferences, orchestrating constraint propagation, optimization, and conflict resolution for medical residency programs.
EcoRxAgent GitHub repository. This project appears to be related to environmental or chemical research agents.
Autonomous ML research agent focused on Markdown-only skills, enabling cross-model review loops, idea discovery, and experiment automation, compatible with various coding assistants.
AI-Powered Healthcare Referral Management by KeenStack, Inc. streamlines referrals, improves collaboration, and enhances patient care, built on the ServiceNow platform.
HendrenAI implements AI assistants and tools for pharmacy workflow automation, utilizing artificial intelligence to enhance everyday pharmacy practice operations and streamline decision-making.
AI agent for enterprise content orchestration. Autonomously reasons through multi-document workflows to search, analyze, and create finished outputs.
Tempus One is a generative AI-enabled clinical assistant providing voice and text access to patient data and insights, leveraging Tempus's extensive library of clinical and molecular data.
Modella AI develops multimodal foundation models and generative AI copilots for pathology, aiming to revolutionize diagnostics and enhance precision in healthcare.
Tivara is an AI workforce solution for medical groups, focusing on patient engagement and streamlining operations within healthcare organizations.
AI Voice Agent for Healthcare that automates appointment scheduling, patient calls, and reminders with 24/7 multilingual support for hospitals and clinics.
A Generative AI Copilot platform for life sciences, aiming to accelerate R&D decision-making through agentic AI.
AnswerThis is a scientific discovery platform that aims to reduce manual research work from hours to minutes, described as an AI research assistant.
Amazon's Health AI is an AI-powered health assistant for One Medical members, offering 24/7 health guidance, appointment booking, lab result interpretation, and medication management to simplify and personalize care.
Corti Guideline evaluates patient care against clinical guidelines using approved, domain-locked sources, focusing on medical evidence.
BrokerCheck by FINRA is a tool to access employment history, certifications, licenses, and violations of brokers and investment advisors, helping users verify financial professionals.
Accelerate brand growth with AI agents for innovation and consumer research, enabling teams to identify trends, map whitespace, and launch products.
Voice and text translation service enabling real-time translation of spoken words and written text across multiple languages.
Rejoy Health offers an AI healthcare copilot for clinics and hospitals, providing AI chat for clinical questions, AI scribe for notes, and AI reception for patient management.
DentalGPT, developed by Wildstash and available on Hugging Face, is an AI model designed for tasks related to dental information, potentially assisting with clinical guidelines and queries.
Specialized clinician-in-the-loop AI that synthesizes patient history and suggests clinical actions in real-time, supporting compliance with preferred AI models.
AI agent for searching contracts, part of a platform focused on moving enterprise AI agent projects to production.
Sahara AI provides an AI workforce for managing digital assets, offering research, execution, and portfolio management with zero custody and KYC, free to start.
MAIA's autonomous AI agent transforms ophthalmology with automated retinal analysis, diagnostic support, and clinical workflow integration for enhanced patient care.
AI software designed for legal professionals, assisting large law firms with tasks such as drafting legal documents, conducting research, and reviewing contracts. Aims to streamline due diligence and compliance.
AI agent that evaluates patient care against professional clinical guidelines using explicitly approved, domain-locked sources. Focuses on healthcare compliance and evidence-based practice.
Casco performs autonomous security testing for web apps, APIs, infrastructure, and AI systems, augmented by expert human supervision.
Medical Necessity AI reduces denials and speeds reimbursement by interpreting documentation and payer guidelines with human-level clinical reasoning.
Dodo provides AI agents that manage communications for clinics, automating patient interactions and administrative tasks.
DeepWiki provides conversational AI access to documentation for any GitHub repository, enabling deep research and understanding of codebases.
Linkly is a local search engine built for AI agents, enabling AI tools to read and understand local documents through full-text search.
RedCarbon offers AI-powered cybersecurity solutions, including an AI Threat Hunter for alert triage and threat hunting at machine scale, emphasizing advanced AI for investigation and automation.
AI Medical Scribe transforms clinician-patient interactions into structured clinical notes using AI, reducing documentation burden and enhancing practice efficiency with EMR integration.
MedLaunch provides AI patient scheduling software that enables self-booking, rescheduling, and confirmations to reduce no-shows and improve clinic efficiency.
Oracle Health is developing AI-powered solutions aimed at enhancing the patient and physician experience, ultimately driving better clinical outcomes and improved health.
OpenAlice is an open-source, self-hosted AI trading agent that reads markets, makes decisions, and trades autonomously with visible reasoning.
Automates the end-to-end referral process for primary care, optimizing operations and ensuring patients get the care they need.
Charm Copilot is an intelligent AI assistant designed to streamline documentation, enhance accuracy, and save time for healthcare professionals.
Suki's Ambient Clinical Intelligence platform automates clinical documentation, reducing burnout and giving clinicians more time with their patients.
Cabot Solutions provides AI-powered medical imaging analysis to enhance early disease detection, improve diagnostic accuracy, and offer faster, more precise insights to radiologists.
Google Research publishes papers and shares developments across a wide range of domains, with a strong focus on artificial intelligence and science research.
Lindy Medical Scribe is an AI-powered clinical documentation assistant that automates medical note-taking during patient visits, generating structured SOAP notes from doctor-patient conversations.
Tandem Health captures consultations and prepares structured clinical notes, documents, and codes for review, designed for safe and compliant use in clinical care.
An AI Job Coach designed to help users land their dream jobs faster by providing AI-powered recruitment and candidate screening.
An AI-powered semantic search tool for analyzing customer survey responses using natural language queries, developed by pitt-cic.
An AI radiology copilot that drafts structured reports from dictation, worksheets, or PACS images, learning user style with corrections.
An open-source, self-hosted AI trading agent with research, execution, and risk management capabilities, licensed under AGPL-3.0.
Deploys a hospital AI agent that routes patients to specialty departments, collects intake data, and books consultations 24/7, automating patient flow and scheduling.
Gemini is an AI assistant from Google offering features like Image Generation and Deep Research. It aims to enhance user capabilities through groundbreaking AI functionalities and personalization.
Konvu's AI agents investigate security alerts, verifying real exploitability with audit-ready evidence, focusing on exploitability over severity.
The Coalition for Health AI (CHAI) advances responsible development, deployment, and oversight of AI in healthcare through collaboration.
DeepResearch Bench, hosted on Hugging Face, provides documentation and API documentation for AI research and development, focusing on deep research capabilities.
Scriptoware's AI Assistant enhances radiology diagnostics by improving image analysis accuracy, speeding up workflows, and enhancing patient care with AI-powered cloud tools.
An AI research agent that browses the web, analyzes documents, cross-references sources, and compiles structured reports with verified citations for quick facts and deep research.
Codewave offers AI agent solutions for medical appointment scheduling and patient management, automating workflows and improving communication.
Papers AI Assistant enhances research by analyzing, summarizing, and understanding scholarly articles. It functions as a reference manager for organizing, reading, and citing research.
Deep research service with audit trails, providing reports, datasets, and chains where every claim links to its source and tool call. Operates on a pay-as-you-go model.
Cybe Analysis is an autonomous AI agent that analyzes, contextualizes, and prioritizes vulnerabilities with senior-analyst expertise, reducing false positives.
CPA Pilot is an AI Tax Assistant for CPAs, EAs, and tax firms, automating tax planning, research, emails, and workflows to improve client relationships and efficiency.
Manages customer inquiries via email and chat, enhancing responsiveness for e-commerce, telecom, healthcare, travel, and financial services.
A HIPAA-compliant AI front desk service for medical practices, offering 24/7 scheduling, refill, and billing support with a Business Associate Agreement (BAA) included.
Claire is a HIPAA-compliant, EHR-integrated workflow automation platform for knowledge work, distinct from ChatGPT Enterprise due to its specialized compliance and healthcare focus.
AI agent for routing patients in telehealth services. Aims to optimize patient flow and ensure appropriate care connections within a telehealth environment.
Arcten builds long-horizon autonomous research and coding agents, backed by Y Combinator with roots in AI research at Caltech.
Work-aware AI assistant designed to remember and recall information related to work tasks and projects.
Posh AI's Knowledge Assistant is an AI-powered service for the banking industry, designed to deliver human-like interactions and support as a teammate.
Tars AI Agents automate customer support and lead generation, enabling conversational AI for efficient patient information collection and customer experience automation.
Ada is an AI-powered symptom checker and health assessment app providing personalized health information and enterprise solutions to improve health and care.
AI-powered agent for game localization, providing translation services for over 300 languages to ensure fast and safe game releases.
Leena AI's Gen AI autonomous Agent functions as an integrated SuperApp and federated search layer across enterprise applications like HRIS, ITSM, and KMS.
Noteweave provides Intelligent Research Machines that transform research into executable production plans, accelerating R&D processes.
The AI Doctor API is an advanced AI-powered medical chatbot for real-time symptom analysis, health diagnosis, and virtual medical assistance, enhancing healthcare platforms.
Manifold provides an enterprise platform for AI agents that accelerate scientific research, allowing users to control agents for scientific discovery.
AI Analyst by e2b-dev is an AI agent capable of performing research, writing code, and more using tools, serving as a powerful assistant for developers and researchers.
Refresh builds Reinforcement Learning environments and datasets for training frontier AI models, partnering with domain experts in software engineering, finance, and healthcare.
Automates fire department evaluation and regulatory research for Fire Protection Engineers handling fire safety laws and performance analysis.
CompliantChatGPT is an AI medical copilot designed to streamline healthcare operations and provide compliant AI assistance within the healthcare sector.
Laiye Market Analysis Agent conducts in-depth market data analysis to deliver comprehensive market insights for strategic decision-making.
et al. is a YC Summer 2024 company providing a feed of insights extracted from user-specified sources using LLMs.
AI agent focused on summarizing clinical notes. Aims to extract key information from medical documentation to provide concise summaries.
SYMAR provides instant, bias-free market insights through AI Personas, Synthetic Surveys, and Focus Groups to understand customer behavior and inform decisions.
Deploys AI agents for clinical decision support, enhancing diagnosis accuracy, reducing errors, and providing evidence-based recommendations integrated with EHR systems.
A Research Agent that utilizes dataforseo for web search capabilities, designed to assist in deep research tasks.
AI agent for optimizing AEO/GEO performance, part of a platform focused on moving enterprise AI agent projects to production.
Check Point Software's Advisories Archive provides a collection of security advisories, with documentation and API access available.
AI virtual assistants help practices respond faster, reduce missed calls, and streamline scheduling and patient communication across channels.
Veezoo's Agentic Analytics Engine empowers business users to confidently ask, understand, and act on data using AI and Knowledge Graphs.
UiPath's platform uses AI agents and rule-based robots to automate healthcare referral management, handling classification and streamlining operational workflows for improved efficiency and compliance.
AI translator for calls, events, and streaming, providing real-time translation.
Clodo is a Y Combinator-backed, planet-scale people search engine that provides deep customer qualification with intent scoring and automated research.
PrescriberPoint is an artificial intelligence agent designed to streamline the prior authorization workflow for healthcare providers.
Paperguide is an AI research assistant that provides research-backed answers, analyzes papers, streamlines literature reviews, manages references, and aids in document writing.
A companion tool designed to help users learn public procurement and contract administration principles, processes, and applications.
Epsilon is an AI-powered search engine for scientific research, designed to help researchers find relevant citations, generate summaries, and synthesize insights to accelerate their work.
Vera Health provides evidence-based answers from over 60 million peer-reviewed medical papers, built by clinicians and AI researchers to improve patient outcomes.
