Repeatability
High
The analytical structure — group by service line, compute gross margin, rank profitability — is identical every time this is run. It's a standard financial roll-up, not a judgment-heavy one-off.
Ambiguity Tolerance
Medium
The core metrics (gross margin, average project profitability) are well-defined, but 'underperform' and 'sunset or reprice' require a threshold the user hasn't specified. An agent needs to either assume a benchmark or flag this gap.
Data & Tool Availability
Medium
The data exists (340 projects, 18 months of invoicing and time tracking), but the agent needs it exported in a usable format — CSV, spreadsheet, or database access. If it's locked in a billing tool without export, that's a blocker.
Error Cost
Low
This is an internal analysis deliverable, not a financial transaction or client-facing commitment. A miscalculation is embarrassing but easily caught and corrected before any decision is acted on.
Human Judgment Required
Medium
The numbers are mechanical, but the recommendation to sunset a service line touches strategy, team morale, and client relationships — context an agent can't fully weigh. A human should own the final call, even if the agent drafts the rationale.