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  • Overview
    • About Healthcare solutions
  • Medical Record Summarization

Healthcare Solutions user guide

A template's lifecycle

A template defines the structure of the AI-generated clinical summary: which sections to include, what type of output each section produces, and how the AI is instructed to populate each section. Templates progress through three statuses before they can process records in production, and every change to a template is preserved as a numbered version.

Template statuses

Templates move through a defined lifecycle from creation to production.

StatusDescription
DraftThe template is being built or modified. It cannot be connected to a deployment or used to process records automatically. Draft templates can be tested using manual batch runs.
PublishedThe template has been reviewed and is ready for production use. A published template appears in the Deployments page and can be connected to an Orchestrator trigger. Publishing does not process records - it signals readiness.
DeployedThe template is connected to an active deployment and is processing records automatically on a configured schedule.

A published template can be returned to draft by editing it - any saved edit creates a new draft version. A deployed template can be paused or stopped from the Deployments page without changing the template's published status.

Template versioning

Every time a template is saved in the editor, the system creates a new numbered version. Version numbers are sequential and permanent. No version is ever overwritten or deleted when a new version is saved - the full history is always accessible.

The version history is accessible from Version history in the overflow menu in the template editor. Each entry shows who made the change and when. This audit trail supports compliance requirements in regulated healthcare environments.

When a template is deployed, the deployment is connected to a specific version. If the template is later edited and a new version is published, the deployment continues using the previously connected version until explicitly updated.

Templates list

The Templates page displays aggregate usage metrics across all templates, followed by the template list.

Stats panel

Four metrics appear at the top of the page, scoped to the selected time period using the All time filter.

MetricDescription
Summaries generatedTotal number of summaries produced across all templates
Pages summarizedTotal pages processed across all summarization runs
Time savedEstimated time saved compared to manual review, based on average document length
Avg. review timeAverage time reviewers spent completing a review

Template list columns

ColumnDescription
TemplateThe template name and current version number
StatusDraft, Published, or Deployed
SummariesNumber of summaries generated by this template
FeedbackNumber of reviewer overrides recorded against this template
Last updated byThe user who last saved a change to the template
Date createdThe date the template was created
Last runThe date of the most recent summarization run; displays - if no run has occurred

Filters

FilterDescription
SearchFree-text search across template names
StatusMulti-select filter for template status; defaults to all three statuses selected
Updated byFilter by the user who last updated the template; defaults to All

Template detail view

Selecting a published or deployed template from the list opens the template detail view. The detail view provides three tabs: Overview, Runs, and Overrides.

Overview tab

The Overview tab provides a consolidated view of template quality and recent activity.

Template quality at a glance

An AI-generated summary interprets the override data for the selected time period and produces a headline and a brief description of where reviewer edits are concentrated. The time period is controlled by the date range selector (for example, Last 90 days).

The summary is accompanied by a line chart that plots overrides, documents reviewed, and version updates over the selected period.

Stats panel
MetricDescription
Approval ratePercentage of reviewed summaries that were approved without rejection, displayed as a circular gauge
Average review timeAverage time between a reviewer opening a summary and approving or rejecting it
SummariesTotal summaries generated by this template
OverridesTotal override actions recorded across all summaries for this template
Sections needing attention

Lists the template sections that have received the most overrides, with the override count and override rate (as a percentage of total reviewed summaries) for each section.

Recent activity

Lists the most recent runs associated with this template, showing the batch name, status, and document count.

Runs tab

Displays all summarization runs associated with this template. Each row in the list represents one batch run.

ColumnDescription
NameThe name of the run, generated automatically from the run type and date
SourceHow the run was triggered: Manual upload or the deployment name for scheduled runs
StatusThe current run status: Completed, In progress, Failed
DocumentsNumber of documents processed in the run
DurationTotal elapsed time from run start to completion
Created byThe user or system entity that triggered the run
DateThe date and time the run was started
DeploymentThe deployment associated with the run, if applicable

Runs can be filtered by Status and Source using the dropdowns in the tab header.

Overrides tab

Displays all reviewer overrides recorded against this template, along with AI-generated recommendations for improving the template based on override patterns. See Template overrides and recommendations for details.

Template overrides and recommendations

The Overrides tab surfaces the full history of reviewer edits and uses AI analysis to identify recurring patterns and suggest targeted improvements to the template's section instructions.

Stats panel

MetricDescription
Approval ratePercentage of summaries approved across the selected time period
OverridesTotal number of overrides recorded
RecommendationsNumber of active AI-generated recommendations

Filters

FilterDescription
All timeDate range filter scoping the stats and list
SectionFilter overrides by template section name
ReasonFilter by the reason selected by the reviewer
VersionFilter by the template version active at the time of the override

When the AI identifies a pattern across multiple overrides in the same section, it generates a recommendation card. Each card includes the section name, a priority level (High, Medium, or Low), a descriptive title, and bullet-point guidance for how to revise the section's AI instructions.

Each recommendation card shows the number of related overrides and the template version it applies to. Two actions are available:

ActionDescription
ApplyOpens the template editor with the recommendation pre-loaded as an inline AI suggestion on the relevant section
IgnoreDismisses the recommendation without making changes

To trigger a fresh analysis of accumulated overrides, select Analyze overrides. Analysis runs on demand each time you select it, and only evaluates overrides on summaries that have reached a terminal state (Approved or Rejected).

Override list

The table lists each individual override record.

ColumnDescription
SectionThe section of the template where the override was made
SummaryThe filename of the source document; select to open the review detail
ReasonThe reason selected by the reviewer when submitting the override
Review verdictThe final outcome of the review: Approved or Rejected
WhenDate and time the override was submitted
ReviewerThe email address of the reviewer who submitted the override
VersionThe template version used when the summary was generated

Each row is expandable. Expanding a row reveals additional detail about the override, including the Feedback for the agent text the reviewer entered when submitting it.

Template editor AI suggestions

When a recommendation from the Overrides tab has been applied to the template editor, an inline AI suggestion panel appears on the relevant section. The panel shows the suggestion priority, a title, and the recommended changes to the section's instructions.

Select Apply to accept the suggestion and update the section instructions, or Dismiss to discard it.

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