What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The non-AI spine is the costing and the pipeline: the per-post bid cost is built deterministically off current state-notified minimum wages, statutory loading, reliever and supervision overhead and target margin; the pursuit pipeline, the on-time billing off reconciled headcount, the pass-through tracker and the receivables view are all rule-driven, with write-offs and credit notes behind an approval gate.
Where AI helps
AI is limited to bounded reading and extraction from the firm's own data, for example reading a tender document or a wage notification into the structured fields the costing and pass-through tracker use; it never owns the number, the approval, the promise or the decision.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.