The proposed effort estimate must fit commit volume, changed surface area, and detected complexity
Ticket communication and author comments must support the proposed delivery scope
Language-aware support agents must align with the detected stack where available
Duplicate billing windows, overlapping claims, and outlier effort patterns are flagged before a final approval decision
Repository linkage, report identity, and decision trail are recorded in encrypted audit storage
The output is a documented recommendation for approval workflows, not a unilateral billing decision
AI starts the workflow, Dorsium improves it progressively, and supported language-aware agents can assist specific stacks and task categories when extra analysis is needed, with encrypted Supabase pgcrypto-backed storage behind the audit trail.