Aidoc
AI radiology triage software that flags time-sensitive findings on CT scans for radiologist review.
Compare 21 medical AI vendors by clinical task, product, buyer, deployment, integration, regulatory context, evidence, support, updates, and post-deployment validation.
Use the sortable comparison to narrow medical AI vendors by the job they perform and the evidence a buyer should request.
Each profile uses the same review:
Sort the comparison by vendor or verification date. Product scope and regulatory status can change, so confirm the exact module, intended use, version, and deployment terms with the vendor and the applicable regulator.
| Aidoc | Radiology triage, detection, and care coordination | Aidoc aiOS and imaging AI care coordination applications | Verify each module, version, intended use, and submission number in official FDA databases; company-level status is not enough | External and prospective validation, reader or workflow studies, patient mix, equipment coverage, false positives, and clinical outcomes | PACS, RIS, worklist, viewer, reporting, EHR, messaging, identity, and care coordination as applicable | Enterprise imaging software or cloud service; confirm routing, latency, sites, modalities, users, and downtime behavior | 2026-09-26 |
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| Viz.ai | Imaging-based detection, alerts, and care-team coordination | Viz.ai disease detection and care coordination platform | Verify each module, version, intended use, and submission number in official FDA databases; company-level status is not enough | External and prospective validation, reader or workflow studies, patient mix, equipment coverage, false positives, and clinical outcomes | PACS, RIS, worklist, viewer, reporting, EHR, messaging, identity, and care coordination as applicable | Enterprise imaging software or cloud service; confirm routing, latency, sites, modalities, users, and downtime behavior | 2026-09-26 |
| Qure.ai | Chest X-ray and head CT analysis, triage, and workflow support | Qure.ai qXR, qER, and related imaging AI products | Verify each module, version, intended use, and submission number in official FDA databases; company-level status is not enough | External and prospective validation, reader or workflow studies, patient mix, equipment coverage, false positives, and clinical outcomes | PACS, RIS, worklist, viewer, reporting, EHR, messaging, identity, and care coordination as applicable | Enterprise imaging software or cloud service; confirm routing, latency, sites, modalities, users, and downtime behavior | 2026-09-26 |
| Nuance DAX | Ambient documentation and clinical workflow assistance | Microsoft Dragon Copilot and DAX documentation capabilities | Confirm product-specific claims; documentation assistance is not the same as a regulated diagnostic device function | Note quality, clinician editing time, after-hours work, adoption, error patterns, and patient or clinician experience | EHR note workflow, identity, scheduling, mobile or desktop, and single sign-on; confirm supported systems | Vendor-hosted application with mobile, web, or workstation use; confirm audio, transcript, and note data flow | 2026-09-26 |
| Abridge | Clinical notes and documentation workflow | Ambient clinical conversation and documentation platform | Confirm product-specific claims; documentation assistance is not the same as a regulated diagnostic device function | Note quality, clinician editing time, after-hours work, adoption, error patterns, and patient or clinician experience | EHR note workflow, identity, scheduling, mobile or desktop, and single sign-on; confirm supported systems | Vendor-hosted application with mobile, web, or workstation use; confirm audio, transcript, and note data flow | 2026-09-26 |
| Suki | Clinical documentation and voice workflow | Suki Assistant ambient and voice clinical assistant | Confirm product-specific claims; documentation assistance is not the same as a regulated diagnostic device function | Note quality, clinician editing time, after-hours work, adoption, error patterns, and patient or clinician experience | EHR note workflow, identity, scheduling, mobile or desktop, and single sign-on; confirm supported systems | Vendor-hosted application with mobile, web, or workstation use; confirm audio, transcript, and note data flow | 2026-09-26 |
| Glass Health | Clinical reasoning and decision support | Glass clinical decision support and generative clinical reasoning tools | Regulatory treatment depends on intended use, claims, user understanding, and the exact product function | Clinical usefulness, accuracy, external validation, workflow effect, subgroup performance, and correction or override behavior | EHR data, notes, orders, results, identity, single sign-on, and clinician workflow as applicable | Enterprise or clinician-facing application; confirm hosting, model dependencies, user roles, and data boundaries | 2026-09-26 |
| Regard | Clinical insights and documentation support from EHR data | Regard AI-powered clinical insights platform | Regulatory treatment depends on intended use, claims, user understanding, and the exact product function | Clinical usefulness, accuracy, external validation, workflow effect, subgroup performance, and correction or override behavior | EHR data, notes, orders, results, identity, single sign-on, and clinician workflow as applicable | Enterprise or clinician-facing application; confirm hosting, model dependencies, user roles, and data boundaries | 2026-09-26 |
| Merative | Medication, evidence, and clinical decision support | Micromedex and Merative clinical decision support products | Regulatory treatment depends on intended use, claims, user understanding, and the exact product function | Clinical usefulness, accuracy, external validation, workflow effect, subgroup performance, and correction or override behavior | EHR data, notes, orders, results, identity, single sign-on, and clinician workflow as applicable | Enterprise or clinician-facing application; confirm hosting, model dependencies, user roles, and data boundaries | 2026-09-26 |
| Paige | Digital pathology and cancer detection support | Paige digital pathology AI applications and platform | Regulatory status is product and intended-use specific; verify the exact module and official record | Clinical performance, reader or workflow studies, external validation, scanner and specimen coverage, subgroups, and outcomes | Slide scanners, image management, LIS, EHR, molecular data, reporting, identity, and research systems as applicable | Digital pathology, laboratory, research, or enterprise clinical platform; confirm modules, sites, users, and data flow | 2026-09-26 |
| PathAI | Digital pathology, biomarker analysis, and drug development support | PathAI digital pathology platform, algorithms, and laboratory services | Regulatory status is product and intended-use specific; verify the exact module and official record | Clinical performance, reader or workflow studies, external validation, scanner and specimen coverage, subgroups, and outcomes | Slide scanners, image management, LIS, EHR, molecular data, reporting, identity, and research systems as applicable | Digital pathology, laboratory, research, or enterprise clinical platform; confirm modules, sites, users, and data flow | 2026-09-26 |
| Tempus | Oncology data, molecular testing, clinical decision support, and research | Tempus multimodal precision medicine and clinical data platform | Regulatory status is product and intended-use specific; verify the exact module and official record | Clinical performance, reader or workflow studies, external validation, scanner and specimen coverage, subgroups, and outcomes | Slide scanners, image management, LIS, EHR, molecular data, reporting, identity, and research systems as applicable | Digital pathology, laboratory, research, or enterprise clinical platform; confirm modules, sites, users, and data flow | 2026-09-26 |
| Qventus | Perioperative, inpatient, and care operations workflow | Qventus care operations automation platform | Operational automation is not automatically a medical device; assess the exact function, claims, and effect on care | Baseline and post-launch throughput, wait time, utilization, labor, access, financial impact, and unintended workload | EHR, scheduling, bed management, staffing, revenue cycle, messaging, identity, and analytics systems as applicable | Enterprise cloud or workflow platform; confirm data flow, user roles, implementation services, and operational ownership | 2026-09-26 |
| LeanTaaS | Capacity, scheduling, infusion, operating room, and inpatient flow | iQueue hospital capacity and operations products | Operational automation is not automatically a medical device; assess the exact function, claims, and effect on care | Baseline and post-launch throughput, wait time, utilization, labor, access, financial impact, and unintended workload | EHR, scheduling, bed management, staffing, revenue cycle, messaging, identity, and analytics systems as applicable | Enterprise cloud or workflow platform; confirm data flow, user roles, implementation services, and operational ownership | 2026-09-26 |
| Notable | Patient access, administrative workflow, and care operations | Notable healthcare automation platform | Operational automation is not automatically a medical device; assess the exact function, claims, and effect on care | Baseline and post-launch throughput, wait time, utilization, labor, access, financial impact, and unintended workload | EHR, scheduling, bed management, staffing, revenue cycle, messaging, identity, and analytics systems as applicable | Enterprise cloud or workflow platform; confirm data flow, user roles, implementation services, and operational ownership | 2026-09-26 |
| Insilico Medicine | Target discovery, molecular design, and clinical development | Pharma.AI platform and drug discovery pipeline | Platform use is generally upstream of a specific drug regulatory review; verify claims at program and product level | Target validation, reproducibility, prospective program milestones, molecule progression, and partner or peer-reviewed results | Research data, knowledge graphs, omics, chemistry, laboratory, and portfolio systems as applicable | Enterprise research platform, data collaboration, or program partnership; confirm hosting, access, and intellectual property terms | 2026-09-26 |
| Recursion | Phenotypic data, biological mapping, and drug discovery | Recursion OS and technology-enabled drug discovery programs | Platform use is generally upstream of a specific drug regulatory review; verify claims at program and product level | Target validation, reproducibility, prospective program milestones, molecule progression, and partner or peer-reviewed results | Research data, knowledge graphs, omics, chemistry, laboratory, and portfolio systems as applicable | Enterprise research platform, data collaboration, or program partnership; confirm hosting, access, and intellectual property terms | 2026-09-26 |
| BenevolentAI | Disease biology, target identification, and drug discovery | Benevolent Platform and pipeline-led drug discovery programs | Platform use is generally upstream of a specific drug regulatory review; verify claims at program and product level | Target validation, reproducibility, prospective program milestones, molecule progression, and partner or peer-reviewed results | Research data, knowledge graphs, omics, chemistry, laboratory, and portfolio systems as applicable | Enterprise research platform, data collaboration, or program partnership; confirm hosting, access, and intellectual property terms | 2026-09-26 |
| Butterfly Network | Point-of-care ultrasound acquisition and workflow | Butterfly handheld ultrasound and connected imaging platform | Verify the exact product, version, intended use, submission number, and authorization record in official FDA databases | Clinical performance, ungradable or failure rates, external and prospective validation, usability, subgroups, and workflow outcomes | Device connectivity, worklist, PACS, EHR, reporting, identity, network, and result routing as applicable | Device, software, cloud service, or combined workflow; confirm hardware, consumables, sites, users, and service model | 2026-09-26 |
| Digital Diagnostics (IDx-DR) | Autonomous diabetic retinopathy detection at the point of care | LumineticsCore, formerly IDx-DR, autonomous diagnostic system | LumineticsCore, originally authorized as IDx-DR, received FDA De Novo authorization; verify the current system, labeling, and deployment requirements | Clinical performance, ungradable or failure rates, external and prospective validation, usability, subgroups, and workflow outcomes | Device connectivity, worklist, PACS, EHR, reporting, identity, network, and result routing as applicable | Device, software, cloud service, or combined workflow; confirm hardware, consumables, sites, users, and service model | 2026-09-26 |
| Caption Health | AI-guided cardiac ultrasound acquisition | Caption AI ultrasound acquisition guidance within GE HealthCare offerings | Verify the exact product, version, intended use, submission number, and authorization record in official FDA databases | Clinical performance, ungradable or failure rates, external and prospective validation, usability, subgroups, and workflow outcomes | Device connectivity, worklist, PACS, EHR, reporting, identity, network, and result routing as applicable | Device, software, cloud service, or combined workflow; confirm hardware, consumables, sites, users, and service model | 2026-09-26 |
AI radiology triage software that flags time-sensitive findings on CT scans for radiologist review.
AI care coordination platform for stroke and cardiovascular disease built on imaging analysis.
AI software for chest X-ray and head CT interpretation used in triage and screening.
Ambient clinical documentation technology that drafts notes from patient-clinician conversations.
Ambient AI medical scribe that converts patient-clinician conversations into structured clinical notes.
AI voice assistant that generates clinical documentation and supports EHR workflow tasks.
AI-assisted tool that helps clinicians draft differential diagnoses and clinical plans.
AI clinical decision support software that reviews inpatient chart data for diagnostic suggestions.
Health data and AI analytics company offering clinical and oncology decision-support tools.
AI-powered digital pathology software for cancer diagnostics, including FDA-authorized tools.
AI-powered pathology platform used to support pathologist review and biomarker research.
Precision medicine company combining genomic sequencing with AI-driven treatment decision support.
AI hospital operations platform for patient flow, scheduling, and capacity planning.
AI operations software used to forecast and optimize hospital capacity.
AI healthcare automation platform for patient intake, scheduling, and prior authorization.
AI-driven biotech using generative AI to identify drug targets and design candidates.
AI-driven drug discovery company combining large-scale biological experimentation with machine learning.
AI drug discovery company applying machine learning to biomedical data.
Maker of handheld, AI-enabled point-of-care ultrasound devices.
Developer of an FDA-authorized autonomous AI system for detecting diabetic retinopathy.
Developer of AI-guided ultrasound acquisition software, now part of GE HealthCare.
A complete review:
Start with How Hospitals Evaluate Clinical AI Vendors, then connect the shortlist to the Clinical AI Procurement Checklist, Clinical AI Inventory, and AI Product Release Criteria for Clinical Tools.
Vendor listings are informational and may include sponsored placements. All listings should be independently evaluated by qualified professionals before clinical adoption. Inclusion in this directory is not a clinical endorsement.