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CEM Benchmark
Release 2026.3 · Reviewed July 2, 2026
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Publisher. The Clinical Education Management (CEM) Benchmark is published and maintained by HealthTasks. All vendors, including HealthTasks, are evaluated using the same published methodology and evidentiary standards based on publicly available primary sources. The benchmark is provided for informational and research purposes only and does not constitute an endorsement, certification, warranty, or guarantee regarding any vendor, product, or service.
Methodology. Scores reflect documented capability coverage based on publicly available primary vendor sources, including product documentation, help centers, knowledge bases, API documentation, and other primary-source materials available at the time of review. Scores are intended to measure documented capability coverage under the published methodology and should not be interpreted as measures of product quality, customer satisfaction, usability, market share, or overall suitability. A capability marked as not supported indicates that HealthTasks did not identify sufficient publicly available evidence to verify support under the published methodology. It does not necessarily mean the capability is absent or unavailable.
Process. Research is produced using AI-assisted analysis together with human review and is refreshed periodically. While reasonable efforts are made to ensure accuracy and consistency, errors or omissions may occur, and vendor documentation may change over time. Users should independently verify information before making purchasing, procurement, or business decisions. Machine-readable benchmark data and methodology are available at /benchmark/dataset.
Updates and Corrections. Vendors and members of the public may submit corrections or additional primary-source documentation for review. Submissions are evaluated using the same published methodology and evidentiary standards applied to all vendors. Accepted corrections may be incorporated into the current release, published in the benchmark changelog, or included in a subsequent benchmark release.
Trademarks. All company names, product names, logos, and trademarks are the property of their respective owners and are used solely for identification, comparative research, and informational purposes. Their use does not imply any affiliation with, sponsorship by, or endorsement from their respective owners.
HTML preview for AI fetch tools and crawlers. Select a dataset to render it in the code box below — use Raw to open the JSON endpoint for programmatic use. Release 2026.3 · 28 capabilities · 9 vendors.
Public GitHub mirror: healthtasks/clinical-education-management-benchmark (JSON, markdown matrix, methodology).
Capability index
Previewing /benchmark/capabilities.json
{
"schemaVersion": "1.0",
"benchmarkVersion": "2026.3",
"generatedAt": "2026-08-16T03:26:11.010Z",
"license": "Published by HealthTasks for public reference. Cite the dataset URL and release version when reproducing scores. Vendor trademarks belong to their respective owners.",
"methodology": "https://healthtasks.ai/benchmark/methodology",
"documentation": "https://healthtasks.ai/benchmark",
"lastUpdated": "2026-07-02",
"publisher": "HealthTasks",
"category": "Clinical Education Management",
"dataset": {
"full": "https://healthtasks.ai/benchmark.json",
"html": "https://healthtasks.ai/benchmark/dataset",
"api": "https://healthtasks.ai/api/cem-benchmark",
"schema": "https://healthtasks.ai/benchmark/schema.json",
"methodology": "https://healthtasks.ai/benchmark/methodology",
"vendors": "https://healthtasks.ai/benchmark/vendors/{vendor}.json",
"capabilities": "https://healthtasks.ai/benchmark/capabilities/{id}.json",
"capabilityIndex": "https://healthtasks.ai/benchmark/capabilities.json"
},
"statistics": {
"vendors": 9,
"capabilities": 28,
"supportedRelationships": 178,
"evidenceRecords": 178,
"lastUpdated": "2026-07-02"
},
"views": {
"vendorCentric": "https://healthtasks.ai/benchmark/vendors/{vendor}.json",
"capabilityCentric": "https://healthtasks.ai/benchmark/capabilities/{id}.json",
"capabilityIndex": "https://healthtasks.ai/benchmark/capabilities.json",
"full": "https://healthtasks.ai/benchmark.json",
"html": "https://healthtasks.ai/benchmark/dataset",
"api": "https://healthtasks.ai/api/cem-benchmark"
},
"capabilities": [
{
"id": "platform.multi-program",
"name": "Multi-program management",
"definition": "Manage multiple programs or tracks within one tenant.",
"moduleId": "platform",
"moduleName": "Platform",
"url": "https://healthtasks.ai/benchmark/capabilities/platform.multi-program.json",
"supportedCount": 8,
"vendorCount": 9
},
{
"id": "platform.integrations-api",
"name": "Integrations & APIs",
"definition": "Documented LMS, SIS, or API integrations.",
"moduleId": "platform",
"moduleName": "Platform",
"url": "https://healthtasks.ai/benchmark/capabilities/platform.integrations-api.json",
"supportedCount": 5,
"vendorCount": 9
},
{
"id": "platform.security-auth",
"name": "Enterprise authentication",
"definition": "SSO, security policies, or enterprise auth controls.",
"moduleId": "platform",
"moduleName": "Platform",
"url": "https://healthtasks.ai/benchmark/capabilities/platform.security-auth.json",
"supportedCount": 8,
"vendorCount": 9
},
{
"id": "compliance.requirements",
"name": "Requirement management",
"definition": "Define and assign compliance requirements to students or sites.",
"moduleId": "compliance",
"moduleName": "Compliance",
"url": "https://healthtasks.ai/benchmark/capabilities/compliance.requirements.json",
"supportedCount": 7,
"vendorCount": 9
},
{
"id": "compliance.documents",
"name": "Document management",
"definition": "Upload, store, and track compliance documents and credentials.",
"moduleId": "compliance",
"moduleName": "Compliance",
"url": "https://healthtasks.ai/benchmark/capabilities/compliance.documents.json",
"supportedCount": 8,
"vendorCount": 9
},
{
"id": "compliance.automation",
"name": "Automated workflows",
"definition": "Automated reminders, routing, or status transitions for compliance.",
"moduleId": "compliance",
"moduleName": "Compliance",
"url": "https://healthtasks.ai/benchmark/capabilities/compliance.automation.json",
"supportedCount": 7,
"vendorCount": 9
},
{
"id": "compliance.site-specific",
"name": "Site-specific rules",
"definition": "Different compliance rules per clinical site or partner.",
"moduleId": "compliance",
"moduleName": "Compliance",
"url": "https://healthtasks.ai/benchmark/capabilities/compliance.site-specific.json",
"supportedCount": 6,
"vendorCount": 9
},
{
"id": "compliance.intelligent-automation",
"name": "Automated compliance review",
"definition": "Automated review, verification, or approval of compliance documents (AI or vendor-operated).",
"moduleId": "compliance",
"moduleName": "Compliance",
"url": "https://healthtasks.ai/benchmark/capabilities/compliance.intelligent-automation.json",
"supportedCount": 2,
"vendorCount": 9
},
{
"id": "placement.site-directory",
"name": "Clinical site directory",
"definition": "Maintain clinical sites with contacts, specialties, and affiliation status.",
"moduleId": "placement",
"moduleName": "Placements & Scheduling",
"url": "https://healthtasks.ai/benchmark/capabilities/placement.site-directory.json",
"supportedCount": 8,
"vendorCount": 9
},
{
"id": "placement.affiliations",
"name": "Affiliation management",
"definition": "Manage affiliation agreements and partner onboarding.",
"moduleId": "placement",
"moduleName": "Placements & Scheduling",
"url": "https://healthtasks.ai/benchmark/capabilities/placement.affiliations.json",
"supportedCount": 7,
"vendorCount": 9
},
{
"id": "placement.capacity",
"name": "Capacity & slot management",
"definition": "Track available slots or capacity limits across sites and rotations.",
"moduleId": "placement",
"moduleName": "Placements & Scheduling",
"url": "https://healthtasks.ai/benchmark/capabilities/placement.capacity.json",
"supportedCount": 6,
"vendorCount": 9
},
{
"id": "placement.workflow",
"name": "Placement & rotation workflow",
"definition": "End-to-end workflow to request, schedule, assign, and complete clinical placements and rotations.",
"moduleId": "placement",
"moduleName": "Placements & Scheduling",
"url": "https://healthtasks.ai/benchmark/capabilities/placement.workflow.json",
"supportedCount": 8,
"vendorCount": 9
},
{
"id": "placement.automation",
"name": "Automated placement & scheduling",
"definition": "Automated matching, conflict detection, schedule optimization, or slot assignment for placements and rotations—including rules-based workflows, algorithmic matching, and automated recommendations.",
"moduleId": "placement",
"moduleName": "Placements & Scheduling",
"url": "https://healthtasks.ai/benchmark/capabilities/placement.automation.json",
"supportedCount": 6,
"vendorCount": 9
},
{
"id": "experience.logging",
"name": "Activity logging",
"definition": "Structured clinical activity or shift logging.",
"moduleId": "tracking",
"moduleName": "Clinical Tracking",
"url": "https://healthtasks.ai/benchmark/capabilities/experience.logging.json",
"supportedCount": 9,
"vendorCount": 9
},
{
"id": "experience.hours",
"name": "Hours tracking",
"definition": "Track clinical hours against program requirements.",
"moduleId": "tracking",
"moduleName": "Clinical Tracking",
"url": "https://healthtasks.ai/benchmark/capabilities/experience.hours.json",
"supportedCount": 9,
"vendorCount": 9
},
{
"id": "experience.cases",
"name": "Case/procedure tracking",
"definition": "Track cases, procedures, or patient types.",
"moduleId": "tracking",
"moduleName": "Clinical Tracking",
"url": "https://healthtasks.ai/benchmark/capabilities/experience.cases.json",
"supportedCount": 8,
"vendorCount": 9
},
{
"id": "experience.verification",
"name": "Experience verification",
"definition": "Preceptor or faculty sign-off on logged experiences.",
"moduleId": "tracking",
"moduleName": "Clinical Tracking",
"url": "https://healthtasks.ai/benchmark/capabilities/experience.verification.json",
"supportedCount": 7,
"vendorCount": 9
},
{
"id": "experience.intelligent-automation",
"name": "Automated documentation",
"definition": "Automated assistance with clinical log completion, note generation, or structured documentation.",
"moduleId": "tracking",
"moduleName": "Clinical Tracking",
"url": "https://healthtasks.ai/benchmark/capabilities/experience.intelligent-automation.json",
"supportedCount": 1,
"vendorCount": 9
},
{
"id": "evaluations.configurable",
"name": "Configurable evaluations",
"definition": "Digital evaluation forms that programs can customize by target audience, scoring methods, criteria, and structure.",
"moduleId": "evaluations",
"moduleName": "Evaluations",
"url": "https://healthtasks.ai/benchmark/capabilities/evaluations.configurable.json",
"supportedCount": 9,
"vendorCount": 9
},
{
"id": "evaluations.competency-mapping",
"name": "Competency framework mapping",
"definition": "Associate evaluations or assessments with competency frameworks and track competency attainment over time.",
"moduleId": "evaluations",
"moduleName": "Evaluations",
"url": "https://healthtasks.ai/benchmark/capabilities/evaluations.competency-mapping.json",
"supportedCount": 9,
"vendorCount": 9
},
{
"id": "curriculum.mapping",
"name": "Curriculum mapping",
"definition": "Map activities and assessments to curriculum objectives.",
"moduleId": "curriculum",
"moduleName": "Curriculum & Accreditation",
"url": "https://healthtasks.ai/benchmark/capabilities/curriculum.mapping.json",
"supportedCount": 6,
"vendorCount": 9
},
{
"id": "curriculum.standards",
"name": "Standards alignment",
"definition": "Align curriculum to accreditation standards (AACN, ACEN, etc.).",
"moduleId": "curriculum",
"moduleName": "Curriculum & Accreditation",
"url": "https://healthtasks.ai/benchmark/capabilities/curriculum.standards.json",
"supportedCount": 6,
"vendorCount": 9
},
{
"id": "curriculum.gap-analysis",
"name": "Gap analysis",
"definition": "Identify gaps between curriculum coverage and required standards.",
"moduleId": "curriculum",
"moduleName": "Curriculum & Accreditation",
"url": "https://healthtasks.ai/benchmark/capabilities/curriculum.gap-analysis.json",
"supportedCount": 5,
"vendorCount": 9
},
{
"id": "curriculum.sep",
"name": "Systematic Evaluation Plan (SEP)",
"definition": "Tools to create, track, and report a program's systematic evaluation plan (SEP/SPE), including standards-aligned evidence collection and ongoing evaluation workflows.",
"moduleId": "curriculum",
"moduleName": "Curriculum & Accreditation",
"url": "https://healthtasks.ai/benchmark/capabilities/curriculum.sep.json",
"supportedCount": 3,
"vendorCount": 9
},
{
"id": "curriculum.self-study",
"name": "Accreditation self-study",
"definition": "Tools supporting accreditation self-study report preparation, including narrative drafting, artifact organization, or site-visit documentation.",
"moduleId": "curriculum",
"moduleName": "Curriculum & Accreditation",
"url": "https://healthtasks.ai/benchmark/capabilities/curriculum.self-study.json",
"supportedCount": 5,
"vendorCount": 9
},
{
"id": "curriculum.intelligent-automation",
"name": "Automated curriculum support",
"definition": "Automated curriculum mapping, gap analysis, or standards alignment.",
"moduleId": "curriculum",
"moduleName": "Curriculum & Accreditation",
"url": "https://healthtasks.ai/benchmark/capabilities/curriculum.intelligent-automation.json",
"supportedCount": 5,
"vendorCount": 9
},
{
"id": "reporting.custom",
"name": "Custom reporting",
"definition": "User-configurable reports with filters and export.",
"moduleId": "reporting",
"moduleName": "Reporting & Analytics",
"url": "https://healthtasks.ai/benchmark/capabilities/reporting.custom.json",
"supportedCount": 9,
"vendorCount": 9
},
{
"id": "reporting.intelligent-automation",
"name": "Automated analytics & insights",
"definition": "Automated insights, recommendations, or predictive analytics for program leadership.",
"moduleId": "reporting",
"moduleName": "Reporting & Analytics",
"url": "https://healthtasks.ai/benchmark/capabilities/reporting.intelligent-automation.json",
"supportedCount": 1,
"vendorCount": 9
}
]
}