One order, end to end, nobody typing into a chatbot.
A $14M wholesale company, a recurring customer, one order with a discount fight, a credit call, a short payment, and a late check. Fourteen days, nine steps. Here is exactly who does what: AI agents, deterministic rules, and the two moments that stay human.
- 01
A lead lands
FACILITATOR · TIER 2A distributor emails asking for pricing on a recurring order. The Facilitator captures the inquiry, pulls the company's history and credit profile from the governed data model, and routes it to the right rep with context attached.
Decision handled: who owns this lead. Nobody triages an inbox.
Before: the email sat two days, then went to the wrong rep.
- 02
The quote gets priced
ADVISOR · TIER 1ENFORCER · TIER 3The rep builds the quote from the approved price book. The Advisor recommends terms based on volume history and margin targets. The rep wants to add an 18% discount to close it; the encoded policy caps rep discretion at 10%.
Decision escalated: the Enforcer blocks the quote from sending and routes it to the sales director with the margin math attached. She approves 14% in one click. Logged.
Before: the discount went out at 18% and finance found out at invoice time.
- 03
Credit terms get set
ANALYST · TIER 1CONTROLLERThe customer asks for net-45. The Analyst assembles the picture: payment history, current exposure, and what net-45 does to the cash forecast. It recommends net-30 with a stated rationale.
Decision kept human: the controller reads the one-page summary and grants net-45 with a credit limit. Her override is logged with her reasoning.
Before: terms were whatever the rep promised on the phone.
- 04
Contract becomes order
FACILITATOR · TIER 2The signed contract's terms flow into the order and billing schedule without re-keying: quantities, the approved 14% discount, net-45, the credit limit. One record, carried through.
Decision handled: none needed. This step is pure friction removal.
Before: three systems, three manual entries, two typos a month.
- 05
The invoice goes out
FACILITATOR · TIER 2On shipment confirmation, the invoice generates from order terms and delivers to the customer's AP portal. The receivable posts to the ledger the same moment.
Decision handled: none needed. Correct the first time.
Before: invoices batched at month-end, a week after shipment.
- 06
Day 45 passes without payment
POLICY · TIER 3FACILITATOR · TIER 2The collection policy runs on the calendar, not on someone's memory: a reminder at day 40, a firmer notice at day 50 with statement attached, and at day 59 an escalation to the controller with the full history and the credit-limit impact.
Decision escalated on schedule: the controller calls the customer once, with everything in front of her. Payment arrives day 63.
Before: nobody noticed until the cash forecast got tight.
- 07
Cash applies itself
ANALYST · TIER 2The payment lands short by $214. The Analyst matches it to the invoice, flags the difference against the customer's history, and identifies it as their standard bank fee deduction, consistent with nine prior payments.
Decision handled within limits: the write-off policy covers deductions under $250 with documented pattern. Applied, logged, exception closed.
Before: a mystery $214 lived on the reconciliation for a month.
- 08
The books already reconcile
ANALYST · TIER 2Because matching happened at each step, reconciliation is continuous: bank to ledger, subledger to GL, order to invoice to cash. The close checklist shows this order fully evidenced before the month even ends.
Decision handled: none needed. The close shrinks because the work already happened.
Before: this order was five line items in a reconciliation spreadsheet.
- 09
Leadership sees it, current
LEADERSHIP · TIER 0The monthly report assembles itself from the reconciled model: the margin impact of that 14% discount, the DSO effect of net-45, and the customer's updated profitability, each figure traceable to source.
Decision kept human, permanently: whether to renegotiate this customer's terms next quarter. The system's job was to make that decision easy to see.
Before: the question never came up, because the data never surfaced.
What this took to build
Nine steps, two human decisions, zero chat windows. This is what the three engagements produce: the assessment finds these workflows, the build encodes them, and the retainer keeps them enforced as the business changes.
Start with the assessment.
Fixed scope. A blueprint and roadmap you keep either way.
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