Image intake and collaboration
From image intake to a case people can review together
PitchAI developed a clinical image-intake workflow that classifies incoming material and organizes it into cases. Later work added share links and comments attached to the case, a property or a location in an image.
- Context
- Clinical workflows
- Stage
- Implemented imaging workflow
- Published
Organize the incoming images
The initial requirements covered recognizing image categories, extracting identifiers from labels, adjusting presentation and routing files into the right folders. These requirements defined the intake and file-preparation work.
The implemented pipeline classifies each image and extracts an identifier when it recognizes an ID-label image. It groups the analyzed material into cases, then writes a summary and an image list with source references.
Keep the image and its processing records together
The case output includes the sorted source images and their classification records. When normalized previews are enabled, those previews are stored separately from the source-image output.
Identifier extraction and suggested edits also have separate records when available. Each processing record remains associated with its source image.
Presentation editing is treated as an optional enhancement. If an edit-suggestion request fails, the pipeline continues preparing an otherwise valid image without those suggestions.
Add a shared review surface
The case workflow later gained a sharing page. Its link service checks whether a link is active, has expired or has been revoked. An optional passcode adds another check before the link is resolved.
Authenticated users can add comments to a case. A comment may be general, attached to a property or anchored to coordinates. The author is taken from the signed-in session, so the comment carries attribution alongside its target.
The person who created a share link can see its recorded audience alongside the case discussion.
A broader workflow than folder sorting
The implementation includes image processing, case packaging and a web collaboration layer. The sharing and comment work has recorded HTTP and browser verification from April 2026.
The original intake scope concerned preparing and routing files. The later case surface adds a place to share and discuss that material, while keeping per-image processing records available.