Quote-to-Cash
How Can AI Automate Quote-to-Cash for Manufacturers?
AI agents can run the routine steps of quote-to-cash—capturing quote requests, entering customer purchase orders into the ERP, confirming orders, sending invoices, following up on payments, and flagging revenue leakage—while people keep control of pricing decisions, approvals, and exceptions. Nurona adds this layer on top of your existing ERP instead of replacing it.
What is quote-to-cash?
Quote-to-cash (Q2C) is the end-to-end process of turning a customer request into collected revenue. For manufacturers and distributors it usually covers quoting, order intake, order entry, fulfillment updates, invoicing, collections, and cash application.
Much of this work happens outside the ERP: quote requests and purchase orders arrive by email, in PDFs, and through customer portals, and people re-key them into the system, chase missing information, and answer status questions.
Which quote-to-cash steps can AI automate?
AI agents can automate most of the repetitive coordination in each stage, while people approve anything outside your rules.
| Stage | What the AI agent does | Where people stay in control |
|---|---|---|
| Quote request intake | Captures and structures requests from email, portals, voice, and messages | Non-standard requests |
| Pricing and quoting | Applies price lists, bid/no-bid rules, and discount limits; drafts the quote | Pricing outside approved limits |
| Purchase order intake | Reads customer POs and matches customer part numbers to ERP SKUs | Unmatched items or new customers |
| Order entry and confirmation | Creates the sales order in the ERP and sends the confirmation | Price, quantity, or date mismatches |
| Order changes and status | Answers order-status and ETA questions; processes approved changes | Escalations and commitments |
| Invoicing | Checks invoice against order and shipment, collects missing documents, sends the invoice | Billing disputes |
| Collections and cash application | Sends reminders, matches remittances to open invoices, flags short payments | Payment plans and write-offs |
| Revenue leakage checks | Compares quote, PO, shipment, and invoice to find unbilled or under-billed revenue | Recovery decisions |
Where does quote-to-cash usually break down?
- Purchase orders arrive in many formats and are re-keyed by hand into the ERP.
- Customer part numbers, prices, or terms on the PO do not match the quote or the ERP.
- Order confirmations and status updates depend on someone having time to respond.
- Invoices are delayed while teams chase proofs of delivery or other documents.
- Overdue invoices, deductions, and short payments are not followed up consistently.
- Price increases, surcharges, and freight charges are missed on the invoice.
Does AI quote-to-cash automation replace our ERP?
No. Nurona works on top of the ERP and operational systems you already use. The ERP stays the system of record; Nurona agents read from it, write approved transactions back to it, and handle the communication and document work around it.
How do teams get started?
Most teams start with one high-volume step—often AI purchase order processing or accounts receivable automation—prove the value, then extend to adjacent steps using the same integrations, business rules, and controls.
Frequently asked questions
Which parts of quote-to-cash should we automate first?
Start with the step that has the highest volume and the most manual re-keying or follow-up. For many manufacturers that is customer purchase order entry or collections follow-up.
Do people still approve orders and prices?
Yes. You define the rules—price tolerances, credit limits, approval thresholds—and anything outside them is routed to the right person with the full context.
Which ERP systems does Nurona work with?
Nurona connects to the ERP and operational systems you already use. Specific system support is confirmed during a workflow assessment.
Is quote-to-cash automation only for manufacturers?
No. The same workflows apply to distributors, retailers and consumer brands selling B2B, and logistics companies that quote, book, invoice, and collect.
Related workflows
Nurona is an AI-native enterprise software company providing an intelligence and action layer on top of existing ERP and operational systems for manufacturers and logistics companies.