RAIN / LongitudinalSE 4 / IM 112W:80 L:40Priors 7 · 2019–2026
Radiology AI Navigator

Most radiology AI detects.RAIN remembers.

RAIN is designed to connect findings across a patient's prior imaging. At the point of reading, the radiologist sees what is new, growing, treated, stable or resolved, with every statement linked back to its source report.

Founded by Penn physicians · Investigational · Not FDA-cleared
2019-032020-022021-01NEW2022-04GROWING2023-06TREATED2024-09STABLE2026-01RESOLVED
The gap

The history is there. The time to read it is not.

A follow-up study rarely stands alone. It comes with years of prior reports, each written by a different reader in a different style. Radiologists have to reconcile that history under time pressure, one study after another. Findings get lost between exams, interval change can be missed, and imaging can be repeated.

MR Brain · 2023-06 · Impression 3

3. Small enhancing focus in the left frontal lobe, nonspecific. Attention on follow-up.

MR Brain · 2024-03 · Findings

Previously described left frontal lesion measures 8 mm, not significantly changed.

MR Brain · 2025-01 · Findings

Enhancing lesion, left frontal convexity, 12 mm. Comparison limited.

Illustrative · synthetic text · one finding, three phrasings

Too many priors

Complex patients bring more prior reports than a reading session can absorb.

Findings lost over time

A lesion described in one report may never be tracked in the next.

Missed change, repeated scans

Without the full history, interval change can be missed and imaging repeated that did not need to happen.

Method

Four steps from the archive to the reading room.

RAIN reads a patient's imaging history and follows each finding across exams.

01RETRIEVE

The full history, first

RAIN gathers the patient's prior reports and studies before the new exam is opened.

02CONNECT

Finding to finding

Each finding is linked to the same finding in earlier exams. RAIN tracks the finding, not just the report.

03REASON

A temporal state for each

Every linked finding is given a state: new, growing, treated, stable or resolved.

04SURFACE

A summary you can use

The radiologist receives a concise longitudinal summary at the point of reading, designed to fit a busy list.

Principles

Every statement has a source.

In clinical settings, an answer only helps if it can be trusted and checked. RAIN is built to tie every clinically meaningful statement to the report it came from, so the radiologist can open the source and check it directly. This design aims to reduce hallucination risk and keep the radiologist in control.

Traceable

Linked to a report

Each clinically meaningful statement links to a specific source report.

Verifiable

One step from the original

The original language stays one step away, ready to be checked.

Radiologist-led

Organized, not interpreted

RAIN organizes the history. The radiologist makes the interpretation.

Product preview

Try the longitudinal view on a fictional case.

Open the interactive demo to see a finding timeline, the source sentences behind each finding, and a cited comparison paragraph inserted into a report draft.