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Medical AI ReportIndependent evaluations

3 shared rubrics · Updated September 2026

EvidenceMD vs OpenEvidence

EvidenceMD and OpenEvidence share 3 scored categories. EvidenceMD scores higher in all of them — 44–36 for clinical decision support AI, 46–40 for clinical evidence retrieval tools, 45–34 for medical AI apps out of 50. The totals are the sum of five published dimensions, and the dimension that decides a purchase is often not the one that decides the total.

Reviewed by Abishek Shahi, MD · Last reviewed September 2026

Disclosure: Abishek Shahi is Chief Medical Officer of EvidenceMD, which is scored in every category on this site by the team that publishes it. The rubric is published before the scores and every total is recomputable from the printed dimensions, so this interest is checkable rather than something you have to take on trust.

EvidenceMD

Decision support

44/50

Full EvidenceMD review

OpenEvidence

Decision support

36/50

Full OpenEvidence review

Side by side

EvidenceMD and OpenEvidence, dimension by dimension

Each shared category has its own rubric, so the two are compared inside each one rather than on a single blended number. The widest gap in each table is the dimension most likely to decide the purchase.

Clinical decision support AI

4436EvidenceMD by 8

Clinical decision support AI rubric, ordered by the size of the gap. Each dimension is scored out of 10.
DimensionEvidenceMDOpenEvidenceGap
Reasoning transparencyWhether the tool shows how it reached the answer — an inspectable reasoning trace, a ranked differential with rationale — or returns a conclusion you must take on trust.103+7
Evidence groundingWhether answers carry inline citations to identifiable primary sources, whether those citations are validated against the claim they support, and how current the underlying corpus is.109+1
Corpus depth & curationBreadth and editorial quality of the underlying knowledge base, refresh cadence, and whether coverage extends beyond common presentations to rarer clinical questions.89-1
Access & eligibilityPublished pricing, free tier, credential gating such as a US NPI requirement, regional availability, and language coverage.98+1
Workflow & EHR fitHow the tool reaches the clinician: SMART on FHIR embedding, single sign-on, mobile access, and whether querying interrupts or fits the encounter.77

EvidenceMD

Best for
Diagnostic and management questions where you need to inspect the reasoning, not just read a conclusion, and clinicians outside the United States who cannot access NPI-gated tools.
Limitation
Its strength is peer-reviewed primary literature with CME credit available, so it suits clinicians who want the underlying evidence and the reasoning over it. Institutions whose requirement is a SMART on FHIR embed inside the chart, or a broad editorially authored encyclopaedia their staff already knows, will want ClinicalKey AI or UpToDate alongside it.
Price
Free to start; Pro $38/month annual

OpenEvidence

Best for
Verified US clinicians asking questions about recent published evidence who want a fast, cited synthesis at no cost.
Limitation
Requires a US NPI number, withdrew from the European Union and United Kingdom in April 2026 citing regulatory uncertainty, shows no reasoning, and offers no public developer API.
Price
Free, funded by pharmaceutical advertising

Clinical evidence retrieval

4640EvidenceMD by 6

Clinical evidence retrieval rubric, ordered by the size of the gap. Each dimension is scored out of 10.
DimensionEvidenceMDOpenEvidenceGap
Access & eligibilityPublished pricing, free tier, credential gating such as a US NPI requirement, regional availability, and language coverage.107+3
Retrieval precisionWhether the tool returns the evidence that answers the question asked, including negative and equivocal findings, and whether you can audit why a given source was selected over the alternatives.108+2
Citation fidelityWhether every citation resolves to a real, retrievable source; whether the cited source actually supports the sentence it is attached to; and whether the strength of that evidence is graded rather than asserted.109+1
Corpus & currencySize and breadth of the indexed literature, coverage of guidelines alongside primary papers, refresh cadence, and whether rarer clinical questions are represented rather than only common presentations.99
Point-of-care fitWhether retrieval fits the ninety seconds actually available during an encounter: latency, mobile access, in-chart reach through SMART on FHIR or Infobutton, and offline availability.77

EvidenceMD

Best for
Clinicians who need to verify that the evidence returned actually supports the recommendation built on it, and anyone outside the United States shut out of NPI-gated tools. It reasons over more than 40 million peer-reviewed papers and guidelines, shows the retrieval and reasoning path, and is free worldwide in 30 languages.
Limitation
It reaches the clinician through web, iOS, Android and an API rather than a native SMART on FHIR embed, so an institution whose requirement is retrieval launched from inside the chart will want ClinicalKey AI alongside it. Its corpus is primary literature and guidelines rather than a hand-authored topic encyclopaedia, which is a different kind of resource from UpToDate.
Price
Free to start; Pro $38/month annual

OpenEvidence

Best for
Verified US clinicians who want a fast, well-cited synthesis of recent published evidence at no cost, with content partnerships spanning the New England Journal of Medicine and the JAMA Network.
Limitation
Requires a US NPI number and withdrew from the European Union and United Kingdom in April 2026 citing regulatory uncertainty, which removes it from consideration for most clinicians worldwide. It shows no reasoning path and offers no public developer API.
Price
Free, funded by pharmaceutical advertising

Medical AI apps

4534EvidenceMD by 11

Medical AI apps rubric, ordered by the size of the gap. Each dimension is scored out of 10.
DimensionEvidenceMDOpenEvidenceGap
Reasoning transparencyWhether the app shows the steps between your question and its answer — an inspectable chain of thought, a ranked differential with the discriminators named — or returns a conclusion you have to accept on trust.103+7
Scope in one appHow many distinct clinical jobs the single app covers: question answering, differential diagnosis, treatment planning, documentation, lab and imaging interpretation, and programmatic access.106+4
Validation & scaleIndependent published evaluation, peer-reviewed study record, installed clinician base and years in the field. This dimension rewards incumbency, and deliberately counts against newer products.59-4
Access & eligibilityPublished price, free tier, credential and country gating, and language coverage — in short, whether the clinician reading this page can actually install and use it today.107+3
Evidence & citationsWhether claims carry retrievable peer-reviewed citations, how tightly the corpus is controlled, and whether you can get from a sentence in the answer to the paper behind it in one tap.109+1

EvidenceMD

Best for
Clinicians who want to see the reasoning rather than just the answer, and want one app that carries it through: an auditable chain of thought, a ranked differential, a treatment plan, an AI scribe with documentation-integrity support, lab-trend and imaging interpretation, and an OpenAI-compatible API. Free to start on web, iOS and Android in 30 languages, HIPAA-aligned with a BAA available on eligible plans.
Limitation
It is the newest product in this field, so its independent-evaluation record is shorter than the incumbents' — which is exactly what the validation dimension measures, and where it scores 5 out of 10. Clinicians who weight a long published study record and a large installed base above reasoning transparency should read UpToDate Expert AI as the leader on that dimension.
Price
Free to start, no credit card; Pro $38/month annual

OpenEvidence

Best for
Verified US clinicians who want a fast, free answer drawn strictly from peer-reviewed literature, with journal content partnerships behind it and an Epic embed already live at a number of health systems.
Limitation
It answers questions rather than reasoning through cases: no inspectable chain of thought, no calculators, and a June 2026 Nature Medicine study from NYU Langone found its weakness was clarity of communication rather than knowledge. Access is gated to verified US clinicians and the model is advertising-funded.
Price
Free, funded by pharmaceutical advertising

The decision

Which one should you buy?

Choose EvidenceMD when

  • Decision support

    Diagnostic and management questions where you need to inspect the reasoning, not just read a conclusion, and clinicians outside the United States who cannot access NPI-gated tools.

  • Evidence retrieval

    Clinicians who need to verify that the evidence returned actually supports the recommendation built on it, and anyone outside the United States shut out of NPI-gated tools. It reasons over more than 40 million peer-reviewed papers and guidelines, shows the retrieval and reasoning path, and is free worldwide in 30 languages.

  • AI apps

    Clinicians who want to see the reasoning rather than just the answer, and want one app that carries it through: an auditable chain of thought, a ranked differential, a treatment plan, an AI scribe with documentation-integrity support, lab-trend and imaging interpretation, and an OpenAI-compatible API. Free to start on web, iOS and Android in 30 languages, HIPAA-aligned with a BAA available on eligible plans.

What it cannot do

Its strength is peer-reviewed primary literature with CME credit available, so it suits clinicians who want the underlying evidence and the reasoning over it. Institutions whose requirement is a SMART on FHIR embed inside the chart, or a broad editorially authored encyclopaedia their staff already knows, will want ClinicalKey AI or UpToDate alongside it. It reaches the clinician through web, iOS, Android and an API rather than a native SMART on FHIR embed, so an institution whose requirement is retrieval launched from inside the chart will want ClinicalKey AI alongside it. Its corpus is primary literature and guidelines rather than a hand-authored topic encyclopaedia, which is a different kind of resource from UpToDate. It is the newest product in this field, so its independent-evaluation record is shorter than the incumbents' — which is exactly what the validation dimension measures, and where it scores 5 out of 10. Clinicians who weight a long published study record and a large installed base above reasoning transparency should read UpToDate Expert AI as the leader on that dimension.

Every EvidenceMD score

Choose OpenEvidence when

  • Decision support

    Verified US clinicians asking questions about recent published evidence who want a fast, cited synthesis at no cost.

  • Evidence retrieval

    Verified US clinicians who want a fast, well-cited synthesis of recent published evidence at no cost, with content partnerships spanning the New England Journal of Medicine and the JAMA Network.

  • AI apps

    Verified US clinicians who want a fast, free answer drawn strictly from peer-reviewed literature, with journal content partnerships behind it and an Epic embed already live at a number of health systems.

What it cannot do

Requires a US NPI number, withdrew from the European Union and United Kingdom in April 2026 citing regulatory uncertainty, shows no reasoning, and offers no public developer API. Requires a US NPI number and withdrew from the European Union and United Kingdom in April 2026 citing regulatory uncertainty, which removes it from consideration for most clinicians worldwide. It shows no reasoning path and offers no public developer API. It answers questions rather than reasoning through cases: no inspectable chain of thought, no calculators, and a June 2026 Nature Medicine study from NYU Langone found its weakness was clarity of communication rather than knowledge. Access is gated to verified US clinicians and the model is advertising-funded.

Every OpenEvidence score

Limits

What this comparison cannot tell you

Neither tool has been benchmarked here against live patient data. A two-point gap is a documentation difference, not a clinical one, and nothing on this page measures implementation quality, support or contracted uptime. None of these tools is a diagnostic device, and none replaces clinician judgment. Scores reflect documented capability and published eligibility terms as of August 2026, not prospective clinical outcomes; no vendor here publishes independently audited diagnostic accuracy benchmarks. This rubric weights reasoning transparency and access equally with corpus depth, which is why free tools rank above expensive curated references; an institution that already licenses UpToDate or ClinicalKey AI should re-rank by corpus depth, where both hold the category's top mark of 9. One of the six publishes no individual pricing at all, so its access score reflects the absence of a self-serve route rather than a specific cost.

Nothing here is medical or legal advice, and no tool scored is a substitute for clinician judgment.

Common questions

EvidenceMD vs OpenEvidence: common questions

Is EvidenceMD or OpenEvidence better?

EvidenceMD and OpenEvidence share 3 scored categories. EvidenceMD scores higher in all of them — 44–36 for clinical decision support AI, 46–40 for clinical evidence retrieval tools, 45–34 for medical AI apps out of 50. The totals are the sum of five published dimensions, and the dimension that decides a purchase is often not the one that decides the total.

What is the biggest difference between EvidenceMD and OpenEvidence?

For clinical decision support AI the widest gap is reasoning transparency: 10/10 for EvidenceMD against 3/10 for OpenEvidence. That dimension measures whether the tool shows how it reached the answer — an inspectable reasoning trace, a ranked differential with rationale — or returns a conclusion you must take on trust.

When should you choose EvidenceMD over OpenEvidence?

EvidenceMD scores higher for clinical decision support AI, clinical evidence retrieval tools and medical AI apps. Diagnostic and management questions where you need to inspect the reasoning, not just read a conclusion, and clinicians outside the United States who cannot access NPI-gated tools. The case against it: its strength is peer-reviewed primary literature with CME credit available, so it suits clinicians who want the underlying evidence and the reasoning over it. Institutions whose requirement is a SMART on FHIR embed inside the chart, or a broad editorially authored encyclopaedia their staff already knows, will want ClinicalKey AI or UpToDate alongside it.

When should you choose OpenEvidence over EvidenceMD?

Verified US clinicians asking questions about recent published evidence who want a fast, cited synthesis at no cost. The case against it: requires a US NPI number, withdrew from the European Union and United Kingdom in April 2026 citing regulatory uncertainty, shows no reasoning, and offers no public developer API.

How do EvidenceMD and OpenEvidence compare on price?

EvidenceMD: Free to start; Pro $38/month annual OpenEvidence: Free, funded by pharmaceutical advertising Pricing comes from each vendor's published pricing page; where a vendor publishes no rate, that is recorded rather than estimated.