How Consult Is Personalized

Overview
What Shapes Your Consult Experience
The Personalized for You Section
How Your Experience Evolves Over Time
A Note on Data Availability
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Overview

Consult adds personalized context to every response by using claims data linked to your NPI, specialty, and real-world practice history. This context reflects your actual clinical patterns — the diagnoses you most commonly treat, the procedures you perform, and how your practice compares to peers in your specialty.

What Shapes Your Consult Experience

Your Specialty and Practice Profile

Existing data tied to your NPI and your selected specialty provides Consult with your most common diagnoses, and the procedures you perform. Clinicians in a focused specialty will see more targeted contextual data than those with broader practices.

Your Diagnoses and Procedures

De-identified, aggregated real-world data associated with your NPI gives Consult a picture of your practice patterns. When you ask a clinical question, Consult can surface treatment patterns, diagnostic workup trends, and medication utilization data relevant to your specialty and most common conditions.

Jiro does not use individually identifiable patient data. All real-world data used for personalization is de-identified and aggregated.

The Personalized for You Section

Each Consult response includes a section called Personalized for You. This section draws on real-world data associated with your NPI to show how clinicians with similar practices diagnose and treat the same conditions, the medications most commonly prescribed, and how your own patterns compare within that broader picture.

Consult anchors its evidence-based responses in the context of your specific practice.

How Your Experience Evolves Over Time

Your personalized context is built from your practice profile at the time you join Jiro. As additional real-world data becomes available and your claims history matures, Consult draws on a more complete picture of your practice.

Jiro periodically refreshes the underlying data pipelines that power your personalized context. Very recent changes to your practice patterns may not appear immediately.

Real-world data typically has a lag of around 6 months. Allow a full data cycle before expecting recent practice changes to be reflected in your Consult experience.

A Note on Data Availability

Consult's personalized context depends on the real-world data available for your NPI. If you are new to practice, have recently changed practice locations, or your data has not yet been fully processed, the Personalized for You section may reflect specialty-level patterns rather than your individual practice.

When data coverage is limited, you will still receive fully evidence-grounded responses. Access to Consult is never restricted based on data availability.

Version History

Updated: 5/9/2026

Reviewed by: Nikhil Illa, Director of Clinical Product

Approved by: [Name, Title]