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 carries it: the costing template tied to actual resin rate, actual scrap and regrind, actual conversion and energy cost, joined across Tally or SAP Business One, the order book and inventory, so margin per SKU and per customer is computed, not guessed.
Where AI helps
AI is confined to reading scattered scrap notes, complaint-credit records and energy bills and clustering the cost-of-poor-quality by account, SKU and shift so the consolidated number assembles; it surfaces the pattern, it never sets the margin or the price.
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.