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Medical AI ReportIndependent evaluations

1 of 11 categories · Updated September 2026

General frontier LLMs under BAA review

General frontier LLMs under BAA is scored in one of the 11 categories on this site. It scores 27/50 for clinical reasoning AI. It does not rank first in any category scored here.

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.

Best score
27/50
Average
27/50
Categories
1
Ranked first
0

The scores

How is General frontier LLMs under BAA scored in each category?

Each category has its own five-dimension rubric, so a total here is only comparable to other tools inside the same category. Every dimension is worth 10 points.

Clinical reasoning AI

Flexible, but you build the clinical layer

27/50

3rd of 3

General frontier LLMs under BAA dimension scores for clinical reasoning AI
Differential qualityReasoning transparencyEvidence & citationsWorkflow integrationAccess & eligibility
6/105/104/106/106/10
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

Pattern

Where General frontier LLMs under BAA wins and where it loses

Full marks

General frontier LLMs under BAA takes no full-mark dimension on this site. Its strongest result is 27/50 for clinical reasoning AI.

Weakest dimensions

  • Evidence & citationsClinical reasoning4/10
  • Reasoning transparencyClinical reasoning5/10
  • Differential qualityClinical reasoning6/10

Head to head

General frontier LLMs under BAA compared with 2 scored alternatives

Only tools that share a rubric are compared. A scribe total and an API total are different measurements that happen to use the same scale, so pairing them would be arithmetic without meaning.

Limits

What this review cannot tell you

This page aggregates scores from the category rubrics. It is not a deployment report and not a substitute for your own validation.

Scores measure documented capability, not outcomes in your clinic. General frontier LLMs under BAA has not been tested here against live patient data, and no score on this page reflects implementation quality, support responsiveness 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.

Sourcing

Where these scores come from

Common questions

Common questions about General frontier LLMs under BAA

What does General frontier LLMs under BAA score?

General frontier LLMs under BAA is scored in one of the 11 categories on this site. It scores 27/50 for clinical reasoning AI. It does not rank first in any category scored here. Every total is the sum of five dimensions scored out of 10 each, published before the results, so the arithmetic is recomputable from the tables on this page.

What is General frontier LLMs under BAA best at?

General frontier LLMs under BAA takes no full-mark dimension on this site. Its highest total is 27/50 for clinical reasoning AI, ranking 3rd of 3. Teams prototyping their own reasoning workflow who want full control over prompts, retrieval and output structure.

What are the limitations of General frontier LLMs under BAA?

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. Its weakest dimension scores are 4/10 on evidence & citations for clinical reasoning AI, 5/10 on reasoning transparency for clinical reasoning AI and 6/10 on differential quality for clinical reasoning AI.

How much does General frontier LLMs under BAA cost?

Per-token pricing; BAA required for any PHI Pricing is taken from the vendor's published pricing page where one exists; where it does not, that absence is recorded rather than estimated.

What are the alternatives to General frontier LLMs under BAA?

EvidenceMD and UpToDate Expert AI are scored against General frontier LLMs under BAA on at least one shared rubric. Against EvidenceMD for clinical reasoning AI: 27–44. Against UpToDate Expert AI for clinical reasoning AI: 27–28.