Project Findings

Findings are observations that IronBee’s analysis identified patterns and problems grounded in actual session data. Project-level findings are produced by the Project Quality, Project Cost, and Project Session Insights analysis runs and reflect what’s happening in a specific codebase.

Select a project from the project picker to view its findings.

Finding areas

Area	What it covers
Quality	Verification thoroughness, fix effectiveness, recurring failures
Efficiency	Time and compute waste, rework rate, slow sessions
Patterns	Files and issues that recur across sessions
Behavior	Agent working habits and interaction style
Cost	Token spend, cache efficiency, expensive sessions

Severity levels

Severity	Meaning
`notice` (Information)	Descriptive observation, informational, no action required
`concern`	Worth watching, may have a linked recommendation
`critical`	Serious degradation, should have a linked recommendation

Only concern and critical findings can have recommendations attached.

KPI strip

Four tiles show counts pulled directly from the project’s stats:

Tile	Description
Critical	Count of critical findings for this project
Concern	Count of concern findings
Information	Count of notice findings
Total findings	Sum of all active findings

Briefing panel

Reports changes since your last visit to this project’s findings:

First visit: starts tracking from this point
No changes: nothing new since your last visit (shows timestamp)
Changes detected: new and resolved findings summarized in severity-colored text

Dismiss with the × button. Can be toggled in Settings.

Filters

Filter	Options
Severity	All severities · Critical · Concern · Information
Area	All areas · Quality · Efficiency · Patterns · Behavior · Cost
Title search	Free text (min 3 characters)

Active filters appear as chips. Clear filters removes severity, area, and title — pinned filters (Finding ID, Analysis ID) are cleared individually.

Findings table

Four columns, all sortable (no Project column, scope is already fixed to the selected project):

Column	Description
Severity	Badge with icon, Critical (flame), Concern (test tube), Information (sparkle)
Title	Brief description of the observation
Area	Quality · Efficiency · Patterns · Behavior · Cost
Created	How long ago the finding was generated

Default sort: Created, newest first. Page sizes: 20, 50, or 100 rows.

Finding detail drawer

Click any row to open the detail drawer:

Severity badge and area, project, and created date in the header
Title: the finding headline
Body: full markdown description with supporting evidence, metrics, and inline visualizations where applicable
View linked recommendation button shown for critical and concern findings; navigates to the Recommendations page filtered to this finding

​Finding areas

​Severity levels

​KPI strip

​Briefing panel

​Filters

​Findings table

​Finding detail drawer