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Solutions / Use case
Every stage runs across CRM, CPQ, ERP, billing and payments. When those systems don't talk, orders wait and invoices go out late. Connect every handoff on Tray.ai, and your finance team only looks at the orders that need a person.
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The short answer
Order-to-cash (O2C) is the process that turns a closed deal into recognized revenue: quoting, contracting, booking the order, provisioning, invoicing, collecting, applying cash and closing the books. At a software company it runs across CRM, CPQ, ERP, billing and payment systems, and most delays happen in the handoff between two of them.
Eight stages, each with what breaks and a how-to guide for building it.
The quote sets products, price steps, discounts and terms. Every later system inherits it.
Where it breaks: A CPQ product with no matching ERP item, found only when the order fails to book.
How to build it
Example connections
Non-standard terms get approved, then signed. Finance bills against the signed contract.
Where it breaks: The signed version differs from the quote, and the order books from the quote.
Example connections
Closed-won creates the customer and sales order in the ERP, from the signed contract.
Where it breaks: A retry creates a second order for one deal. Finance finds it at month end.
How to build it
Example connections
The customer gets access on the start date, to what they bought, and onboarding gets what was promised.
Where it breaks: Access weeks late, or access that no longer matches the contract.
How to build it
Example connections
Invoices go out on the contract schedule, price steps and usage included, and show in the CRM.
Where it breaks: The account manager has to ask finance whether the invoice went out.
How to build it
Example connections
Reminders and escalation per customer, stopped the moment they pay or dispute.
Where it breaks: Chasing payment from an account that's mid-renewal.
How to build it
Example connections
Payments are matched to invoices. Anything unmatched stays visible until someone resolves it.
Where it breaks: The customer paid, the invoice still shows open, and collections keeps chasing.
How to build it
Example connections
Revenue is recognized as the contract is delivered, and bookings reconcile to revenue every period.
Where it breaks: Schedules built from invoice totals, which the auditor can't trace.
Example connections
Tray.ai is the enterprise orchestration platform for data and AI. These are the parts of it that run order-to-cash.
What finance and RevOps teams measure, and which stage each number depends on.
The systems order-to-cash runs on, grouped by the seat each one fills. Each links to its connector page.
Where the deal closes, and where the account team needs to see invoice and payment status.
Where the quote is configured, approved and signed.
Where the order, the invoice and the revenue live.
Where subscriptions are billed and payments are taken.
Where access is granted, disputes arrive and exceptions get worked.
Where bookings, billings and revenue are reconciled and reported.
Field mapping, templates and common problems for the pairings order-to-cash depends on.
Anything not listed connects through the full connector library, or directly through its API.
−25% manual effort per sales order at Mixpanel
“Automation has fundamentally changed our approach to building processes. So far, we have yet to find something that Tray can't do.”
These share systems and data with order-to-cash without being stages of it.
Finance
Requisition to PO to receipt to payment, with the approval matrix as data, three-way matching, and the budget checked before the commitment. The prompts.
Data operations
Pick a survivorship order per attribute, resolve identity on more than email, and publish a golden record every system can point at. The prompts.
Customer success
Send the three signals that change a conversation, aggregated and labelled, without turning the CRM into an analytics tool. The Headless prompts that build it.
Revenue operations
Qualify transactions against the plan, show the working line by line, hold disputes without holding the run, and reconcile before it pays. The prompts.
Customer success
Weight the signals that predict churn, keep the categories visible instead of one number, and back-test before anybody trusts it. The prompts that build it.
The integration I used to dread, built and tested without leaving Claude Code.
The order-to-cash process runs across CRM, CPQ, ERP, and billing. Here are the handoffs that break it, why they stay broken, and what to automate first.
Definitions for the terms that come up in this conversation.
Quote-to-cash starts earlier, at quoting and product configuration, and sales operations usually owns that part. Order-to-cash is often used for the whole span as well. At a software company the two overlap almost entirely, which is why this page starts at the quote.
Procure-to-pay is the buy side, from purchase request to supplier payment. Order-to-cash is the sell side, from quote to cash received. The two share the ERP and the general ledger.
CRM (Salesforce, HubSpot, Microsoft Dynamics 365), CPQ and contracts (Salesforce CPQ, DealHub, DocuSign, Ironclad, PandaDoc), ERP and accounting (NetSuite, SAP Business One, Sage Intacct, Workday, QuickBooks, Xero), billing and payments (Zuora, Chargebee, Recurly, Stripe, PayPal, Braintree), and the warehouse for reporting (Snowflake, Google BigQuery). Anything without a connector connects through its API.
Yes. At Mixpanel, engineers and the non-technical revenue team both build on Tray, and automating order-to-cash cut manual effort per sales order by 25%.
Both. Bookings and status updates should happen the moment something changes, so an order exists minutes after the deal closes. A scheduled reconciliation then compares the systems, because a missed event sends no error and nothing else will notice it.
In the exceptions. Agents match payments with messy references, triage billing disputes from support tickets, draft collections emails for review and flag contract terms that do not match the order. Anything that changes an amount goes to a person for approval.
No. Tray.ai connects the systems you already run and carries the data between them. The stages above describe what moves between systems, not which ones you use.
Last reviewed 1 October 2026.
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