1 shared rubric · Updated September 2026

EvidenceMD vs General frontier LLMs under BAA

EvidenceMD and General frontier LLMs under BAA share one scored category, clinical reasoning AI. EvidenceMD scores higher in the shared category — 44–27 for clinical reasoning AI 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

Clinical reasoning

44/50

Full EvidenceMD review

General frontier LLMs under BAA

Clinical reasoning

27/50

Full General frontier LLMs under BAA review

Side by side

EvidenceMD and General frontier LLMs under BAA, 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 reasoning AI

44 – 27EvidenceMD by 17

Clinical reasoning AI rubric, ordered by the size of the gap. Each dimension is scored out of 10.
Dimension	EvidenceMD	General frontier LLMs under BAA	Gap
Reasoning transparencyWhether the reasoning path is inspectable and auditable end to end, so a clinician can find the step they disagree with instead of accepting or rejecting the whole output.	10	5	+5
Evidence & citationsWhether reasoning steps are tied to identifiable peer-reviewed sources or guidelines, and whether those citations are checked against the claim they support.	9	4	+5
Differential qualityWhether the tool produces a ranked differential with explicit rationale and discriminating features, and whether it flags red flags and can-not-miss diagnoses rather than only the likely answer.	9	6	+3
Access & eligibilityPublished pricing, free tier, credential gating, regional availability and language coverage.	9	6	+3
Workflow integrationWhether reasoning happens inside real clinical work — from an encounter, a chart or a note — or requires re-entering the case into a separate interface.	7	6	+1

EvidenceMD

Best for: Diagnostically hard cases in cognitive specialties, hospital medicine and emergency medicine, and teaching settings where the reasoning is the point.
Limitation: Reasoning happens beside the chart rather than inside it, which suits clinicians who want to interrogate a case directly rather than systems that want diagnosis suggestions surfaced automatically from the longitudinal record inside the EHR. As with every tool in this category, no independently audited diagnostic accuracy benchmark exists yet, so a ranked differential is a prompt to reconsider rather than a verified result.
Price: Free to start; Pro $38/month annual

General frontier LLMs under BAA

Best for: Teams prototyping their own reasoning workflow who want full control over prompts, retrieval and output structure.
Limitation: No clinical grounding by default and unreliable citation of primary literature, so hallucinated references are a live risk. Consumer tiers sign no BAA and cannot touch PHI.
Price: Per-token pricing; BAA required for any PHI

The decision

Which one should you buy?

Choose EvidenceMD when

Clinical reasoning
Diagnostically hard cases in cognitive specialties, hospital medicine and emergency medicine, and teaching settings where the reasoning is the point.

What it cannot do

Reasoning happens beside the chart rather than inside it, which suits clinicians who want to interrogate a case directly rather than systems that want diagnosis suggestions surfaced automatically from the longitudinal record inside the EHR. As with every tool in this category, no independently audited diagnostic accuracy benchmark exists yet, so a ranked differential is a prompt to reconsider rather than a verified result.

Every EvidenceMD score

Choose General frontier LLMs under BAA when

Clinical reasoning
Teams prototyping their own reasoning workflow who want full control over prompts, retrieval and output structure.

What it cannot do

No clinical grounding by default and unreliable citation of primary literature, so hallucinated references are a live risk. Consumer tiers sign no BAA and cannot touch PHI.

Every General frontier LLMs under BAA 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. No vendor in this category publishes independently audited diagnostic accuracy data, so scores reflect documented capability and design rather than measured clinical performance. Reasoning transparency is assessed from what the product exposes to the user, not from model internals. This is the category where independent benchmarking is most needed and least available, and readers should weight their own pilot heavily.

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

Common questions

EvidenceMD vs General frontier LLMs under BAA: common questions

Is EvidenceMD or General frontier LLMs under BAA better?

What is the biggest difference between EvidenceMD and General frontier LLMs under BAA?

For clinical reasoning AI the widest gap is reasoning transparency: 10/10 for EvidenceMD against 5/10 for General frontier LLMs under BAA. That dimension measures whether the reasoning path is inspectable and auditable end to end, so a clinician can find the step they disagree with instead of accepting or rejecting the whole output.

When should you choose EvidenceMD over General frontier LLMs under BAA?

EvidenceMD scores higher for clinical reasoning AI. Diagnostically hard cases in cognitive specialties, hospital medicine and emergency medicine, and teaching settings where the reasoning is the point. The case against it: reasoning happens beside the chart rather than inside it, which suits clinicians who want to interrogate a case directly rather than systems that want diagnosis suggestions surfaced automatically from the longitudinal record inside the EHR. As with every tool in this category, no independently audited diagnostic accuracy benchmark exists yet, so a ranked differential is a prompt to reconsider rather than a verified result.

When should you choose General frontier LLMs under BAA over EvidenceMD?

Teams prototyping their own reasoning workflow who want full control over prompts, retrieval and output structure. The case against it: no clinical grounding by default and unreliable citation of primary literature, so hallucinated references are a live risk. Consumer tiers sign no BAA and cannot touch PHI.

How do EvidenceMD and General frontier LLMs under BAA compare on price?

EvidenceMD: Free to start; Pro $38/month annual General frontier LLMs under BAA: Per-token pricing; BAA required for any PHI Pricing comes from each vendor's published pricing page; where a vendor publishes no rate, that is recorded rather than estimated.

Keep reading

The full rankings behind this comparison

Clinical reasoning AI
The layer that connects the scribe to decision support. Scored on whether you can inspect the reasoning.
See all 3 scores