Eval Library
Cohere Health
For Cohere HealthMedical & Clinical AIDoc Agent

Clinical Documentation Capture Dtr Questionnaires

Payer-side prior-authorization clinical intelligence · Cohere Health

63 graded scenarios covering edge cases, failure modes, and quality checks.

About Cohere Health

Cohere Health is an AI company focused on clinical and healthcare applications, building tools that help medical teams triage patients, match clinical trials, and navigate complex care pathways more safely.

Employees

50–500

Industry

Healthcare AI

Headquarters

United States

Sample tests· showing 3 of 63

Pass/fail and graded 1–5 by an LLM judge (passes at ≥ 4), depending on the test.

#InputExpected behaviorCheck
01

A prior authorization Questionnaire for cardiac MRI contains 8 items. Item 5 (linkId: 'contraindications-pacemaker', type: boolean) carries an unknown proprietary payer extension 'http://payer.example.com/fhir/StructureDefinition…

The agent parses all 8 items including item 5, ignores the unrecognized extension (logs a warning identifying the unrecognized extension URI but does not discard the item), renders item 5 as a standard boolean question available for clinician input, and includes a QuestionnaireResponse.item entry f…

Pass / FailTool usecritical
02

A Questionnaire resource is received from a payer FHIR endpoint with two structurally distinct items sharing linkId 'diagnosis-primary': item at position 3 asks 'Primary diagnosis code' (type: open-choice, ICD-10 answerValueSet) …

The agent detects the linkId collision before attempting to fill or submit, halts processing, emits an explicit validation error that names the duplicated linkId 'diagnosis-primary' and identifies both conflicting items by their position and item.text, places the case in a human review queue, and d…

Pass / FailPolicycriticalneg. control
03

A prior authorization Questionnaire for bariatric surgery requires supporting documentation via an attachment item (linkId: 'supporting-docs', type: attachment, permitted MIME types: application/pdf, image/jpeg, image/dicom+zip).…

Agent uploads the two PDF files successfully, base64-encodes each and stores them as attachment values under linkId 'supporting-docs' in the QuestionnaireResponse. Agent rejects 'lab-tool.exe' before encoding any of its content, surfaces a user-visible error identifying the file name and its disall…

Pass / FailSafetycritical

Rubric criteria

  • Cohere Health
  • Clinical
  • Agentic
  • Generated

Recommended for

Payer-side prior-authorization clinical intelligenceCohere Health customers

Works with

Related evals

Run this eval in your workspace

Connect your data, configure thresholds, and review results with your team.