Findings - IronBee

Findings are observations that IronBee’s analysis identified, a file with a high fix-cycle rate, a pattern of retries, excessive token spend, or a behavioral habit worth changing. Each finding is grounded in actual session data.

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.

Scopes

Account Findings

Findings across all projects on the account.

Project Findings

Findings scoped to a single project.