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 source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for the leak and cost-visibility sweep across purchase, yield, by-product, energy and position.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for the leak and cost-visibility sweep across purchase, yield, by-product, energy and position; 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.