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tests/expected/brightflag-export/brightflag_review_findings.csv

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category,item,severity,driver,recommendation
Staffing Mix,Whitfield Bosch -- M-1005 Document Review (task L320/A104),high,Likely overstaffing rather than case complexity -- all 67.3 fee hours billed by two partners ($975/hr) with zero associate/paralegal involvement on a task type that is typically the most delegable on a litigation matter.,Require associate/paralegal or contract-reviewer staffing for first-pass document review going forward; reserve partner time for privilege-call escalation and QC sampling.
Staffing Mix,"Harmon & Slate LLP -- M-1001 Motion Drafting (task L220/A103, L210/A102)",medium,"Staffing mix / possible redundant senior coverage -- two partners billed 92% of fee hours drafting the same motion and holding strategy calls, with associate involvement limited to 6.4 hours of research at the end of the period.",Ask the firm to clarify why two partners are needed on the same motion; request an associate-first drafting workflow with partner-level review only.
Staffing Mix,"Reyes Chen Kaplan -- M-1003 IP Licensing (task L190/A103, A104)",low,"Normal, appropriately leveraged staffing -- an associate billed 89% of fee hours drafting license amendments, with a partner billing 2.0 hours for final review only.",No action needed on this matter; use it as the internal benchmark when raising staffing patterns with the other two firms.
Budget Variance,All matters -- no budget/estimate field in source data,medium,"Data gap, not a spend finding -- the Brightflag export contains no budget, estimate, or fee-cap column of any kind for any of the three matters.",Add a budget/estimate field to matter intake in Brightflag going forward; do not treat the absence of a variance finding here as evidence spend is on track.
Allocation,"Cross-firm staffing observations for Acme Industries, Inc.",medium,"The three matters cover different work categories, so their blended rates are not a like-for-like firm-performance comparison. The supported observation is narrower: staffing should be assessed against each described task, and M-1005 remains a clear within-matter leverage concern.","Adopt a task- and phase-specific staffing guideline, then compare additional matters of the same type before drawing firm-performance conclusions."
Allocation,Whitfield Bosch -- single-tier (all-partner) staffing model,medium,"Could be a genuine bench limitation at this firm or a lack of a staffing plan in the engagement letter -- no junior timekeeper appears anywhere on the M-1005 invoice, including the expense line.","Confirm the firm's available associate/paralegal bench at the next renewal; if the firm lacks junior capacity, route high-volume, lower-complexity work like document review elsewhere."
Allocation,"Sample size -- one invoice per matter, one matter per firm",low,"Data availability, not a finding about spend itself -- this export is too small a sample to confirm firm-wide habits across every matter type each firm handles.",Treat the cross-firm comparison as a flag to watch and confirm with additional invoices before it hardens into formal panel policy.

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