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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.
How we score clinical education platforms: binary rubric, cited primary sources, semantic proof matching, and a public capability specification.
Capabilities
28
Binary scored
Modules
7
Functional areas
Vendors
9
Release 2026.3
Scale
Cited or not
Every capability is either cited or not — no partial credit, no inferred features.
Score = 1
Public vendor documentation with a direct URL and quotable excerpt that substantiates the capability.
Score = 0
No verifiable primary-source proof, or marketing copy too generic to document the specific feature.
module = supported ÷ total in module
overall = supported ÷ 28 capabilities
Unweighted. No popularity or market-share inputs.
What counts as proof, and how each capability is verified.
Product pages, help centers, or API docs — never third-party reviews alone.
Does the excerpt substantively satisfy the capability definition, even with different wording?
Store URL, verbatim quote, interpretive note, and match type (semantic or literal).
Semantic equivalence with verbatim excerpts — not keyword bingo.
Each supported capability requires a public URL and a verbatim excerpt. Proof is evaluated semantically— not by keyword matching alone.
Example citation
placement.site-directory
Click to expand — same pattern used in comparison tables.
Design choices that limit bias and over-scoring.
A capability scores as supported only when a public source URL is attached with a verbatim excerpt. No quotable proof, no score.
Evidence is matched on functional equivalence to the capability definition, not exact keywords. The quoted excerpt and a brief note must substantiate the claim.
A capability scores as supported only when the vendor documents the feature as native to their platform or as a vendor-operated service. Third-party partner products, integrations, or add-ons that require a separate vendor subscription or contract do not count.
Automated assistance is evaluated within each functional module (not as a separate platform category), preventing disproportionate overall credit for automation-heavy vendors.
Scores are derived exclusively from the capability rubric. Market share, search frequency, and brand recognition are not inputs.
Capabilities that cannot be verified from public documentation receive a score of not supported. The benchmark does not infer undocumented features.
Each release is immutable and dated. Score changes require documented evidence updates and a new release version.
All vendors are evaluated against the same feature definitions using the same evidence criteria, regardless of vendor size or tenure.
Release 2026.3 — 9 clinical education management platforms evaluated against the same rubric.
Canonical capability specification used for evaluation. Internal IDs are omitted from this view.
Manage multiple programs or tracks within one tenant.
Evidence bar: Public documentation of multi-program or multi-track administration.
Documented LMS, SIS, or API integrations.
Evidence bar: Public integration or API documentation.
SSO, security policies, or enterprise auth controls.
Evidence bar: Public SSO, security, or authentication documentation.