Sample output from the Cash Conversion Cycle Optimizer prompt in the NetSuite AI Prompt Library, run against a NetSuite test account. Every name and number here is test data. Back to the post · The library

Working capital · NetSuite TD3016323

Cash Conversion Cycle Optimization Plan

Current DSO, DIO, and DPO from the ledger, the cash tied up in the cycle, and a phased plan to release it, with the biggest lever being one the business already controls.

Prepared 2026-09-23 · Trailing twelve months, subsidiaries 1-3, elimination excluded · Source: NetSuite via SuiteQL · Prompt: Cash Conversion Cycle Optimizer, NetSuite AI Prompt Library v1

CCC Analysis Summary

On the ledger as posted, the cash conversion cycle is 74 days: 28 days of sales outstanding, 55 days of inventory, less 9 days of payables. Working capital tied up in the cycle is $1,863,331. Each of the three components has a different story, and the biggest lever is the one that looks best.

The DSO of 28 days is not what it appears. Customers who pay do so in 2 days on 30-day terms. The receivables balance is 14% current and 86% past due, and the past-due portion ($798,453) sits with accounts that have never paid an invoice. Collections, not process, is the DSO lever. The DPO of 9 days is the weakest number on the page: bills carry 28-day terms and are paid in 3.5 days on average, 99% within a week. The business is financing its suppliers by about 25 days on every bill. And the DIO of 55 days hides a split between fast-moving consumables and a large block of slow stock; the reorder-point analysis in this account found 108 items with more than 180 days of supply on hand.

Cash conversion cycle
74 days
target 20 days
DSO / DIO / DPO
28 / 55 / 9
days, trailing twelve months
Working capital in the cycle
$1,863,331
AR + inventory - AP
Cash freed at target
$1,396,804
$394,999 of it from paying on terms
Which revenue is real. 85% of trailing-twelve-month income in this account was posted by journal entry rather than by invoices or cash sales, and the same is true of most cost of goods sold. The ratios above use the ledger as posted, which is the conventional basis. On billing documents alone, daily revenue is $5,148 rather than $33,659, and every day-based metric stretches accordingly (DSO 180, DIO 620, DPO 100). The gap between the two bases is itself a finding: until the journal series is characterized, the working capital ratios should be quoted with their basis. The recommendations below hold on either basis because they act on behavior, not on ratios.

Current state detail

CCC = DSO + DIO - DPO = 27.6 + 55.0 - 8.9 = 73.7 days
Cash tied up = (DSO x daily revenue) + (DIO x daily COGS) - (DPO x daily COGS)
            = (27.6 x $33,659) + (55.0 x $20,299) - (8.9 x $20,299)
            = $927,460 + $1,116,806 - $180,934 = $1,863,331
Target CCC = 3.8 + 45.0 - 28.4 = 20.5 days   (collect the past-due, 45 days of stock, pay on terms)
Cash freed by reaching target = $1,396,804
ComponentCurrentTargetDaysCash releasedBasis of target
DSO27.63.8-23.7$798,453Receivables at current only; the past-due balance is collected or reserved
DIO55.045.0-10.0$203,35245 days of supply, consistent with the fast movers' current cover
DPO8.928.4+19.5$394,999Pay on the due date; average terms in the account are 28 days

DSO Optimization Plan

The order-to-cash process in this account is already fast. Net-30 invoices are paid in 2.1 days on average (246 settled invoices in 24 months), and 480 retail invoices on cash terms were paid the same day. Same-day invoicing, electronic delivery, and automated reminders, the usual quick wins, would change nothing here, and the plan does not recommend spending on them.

The DSO problem is a collections problem. $798,453 is past due, most of it more than 90 days, and it belongs to customers with no payment history in the account. Every day of DSO is worth $33,659 on the ledger basis, so the past-due balance represents 24 days of the 28. The initiatives are therefore the collections and credit actions, all of which require human decisions:

InitiativeEffortDays impactCash impactTimelineAction
Work the never-paid accountsMedium-12 to -24$399,226 to $798,45330 to 90 daysDirect contact on the 14 accounts; reserve what cannot be collected (human review)
Credit limits relative to volumeLowPrevents recurrencen/a60 daysReplace the uniform $300,000 limit with limits tied to expected annual volume
Monthly payment behavior reviewLowPrevents recurrencen/a90 daysCatch the next non-paying account inside its first 30 days

DIO Optimization Plan

Inventory on hand is $1,116,806 at average cost against daily cost of goods sold of $20,299, or 55 days. The fast movers, mostly beauty consumables, carry 90 to 230 days of cover, and the reorder-point analysis found 108 items with more than 180 days of supply worth roughly $907,000, dominated by apparel and leather goods. A 45-day target is aggressive for the slow block and conservative for the consumables, which is why the plan recommends working the two populations separately.

InitiativeEffortImpactTimelineAction
Slow-mover identification and dispositionLowUp to $906,559 of stock is over 180 days30 daysMarkdown, bundle, or return the leather goods and apparel with more than a year of cover (human decision on pricing)
ABC focusLow47 A items carry most of the demand30 daysSet reorder points for A items first; only 4 items in the account have one today
Reorder point optimizationMedium10 to 20% reduction on consumables60 to 90 daysAdopt the recommended reorder points from the companion analysis
Supplier lead time dataMediumEnables the above90 daysRecord real expected receipt dates; receipts are currently dated on the order date, so lead time computes to zero

DPO Optimization Plan

This is where the cash is. 1,004 vendor bills were paid in the last 24 months, on average 3.5 days after the bill date, against average terms of 28 days. The dollar-weighted figure is 20 days, because a few large bills were held longer, but 99% of bills by count were paid within a week. Paying on the due date instead, with no change to terms and no conversation with any supplier, extends DPO by about 20 days, the gap between average terms and current behavior, and releases $394,999 on the ledger basis of cost of goods sold. One vendor offers 2% 10 Net 30; that discount should keep being taken, since it is worth far more than the float.

InitiativeEffortDays impactCash impactTimelineAction
Pay on due date, not on receiptLow+20$394,999ImmediateChange the payment run selection from 'all open' to 'due within the run window'; keep early-pay discounts
Terms to Net 45 with the top fiveMedium+10 to +15$243,588 to $304,48460 to 90 daysFive vendors are 73% of spend; the conversation is worth having (relationship impact, human review)
Invoice automationMedium+3 to +5$81,19690 daysBills are entered in batches; the payment run should follow the due date rather than the batch date

Implementation Roadmap

PhaseWindowInitiativesCash releasedConfidence
1. Quick wins0 to 30 daysPay on due date; contact the never-paid accounts; identify slow movers$394,999 plus collectionsHigh
2. Medium term30 to 90 daysCredit limits by volume; reorder points for A items; slow-mover dispositionInventory reduction as the slow block clearsMedium to high
3. Strategic90 to 180 daysTerms negotiation with the top five; real lead-time data; monthly working capital review$243,588 from termsMedium

Investment Requirements and Risk Assessment

Phase 1 requires no spend: it is a change to the payment run selection and a collections effort. Phase 2 is analyst time and a pricing decision on the slow stock. Phase 3 is negotiation. The risks are relationship risks, and they are flagged for human review: paying on terms rather than early will be noticed by suppliers who have grown used to three-day payment; the terms conversation with the top five is a commercial decision; and the never-paid accounts may be disputed or defunct rather than delinquent, which changes the action from collection to reserve.

RiskLikelihoodImpactMitigation
Suppliers react to slower paymentMediumLow; payment is still within termsCommunicate the change; keep discount terms
Past-due balances are uncollectibleMediumCash is not released, but the balance sheet is correctedReserve decision by the controller
Slow stock cannot be moved at costMediumMarkdown lossPrice the disposition against the carrying cost of $906,559 of stock
Journal-posted revenue distorts the ratiosHighTargets are set on the wrong basisQuote every ratio with its basis; characterize the journal series first

KPIs and Monitoring

KPICurrentTargetFrequencyOwner
DPO (bill date to payment date, dollar-weighted)20 days28 daysMonthlyAP
Past-due receivables$798,453Under 10% of open ARWeeklyCredit
Items over 180 days of supply108Under 30MonthlyInventory planning
CCC on the ledger basis74 days20 daysQuarterlyController

Quarterly invoicing and billing volume

211K307K24-Q4212K250K25-Q1320K284K25-Q2312K299K25-Q3424K347K25-Q4381K428K26-Q1525K689K26-Q2560K783K26-Q3Invoices raisedVendor bills raised

Executive Summary

The cycle is 74 days on the ledger basis, and about $1,396,804 of cash could be released by reaching a 20-day target. Most of the near-term cash, $394,999, comes from a single behavioral change: paying suppliers on the due date rather than within three days of the bill. The receivables opportunity is real but is a collections and credit decision, not a process fix, because the paying customers already pay early. The inventory opportunity is concentrated in slow-moving stock and depends on a pricing decision. All three are within management's control and none requires a system change. The ratios should be quoted with their basis until the journal-posted revenue series is explained.

Appendix: Data Lineage

IDTypeNameHandleScopeUsed forComplete
DL-001SuiteQLRevenue and COGStransactionaccountingline join account, subsidiaries 1-3Trailing 12 and prior 12 monthsDaily revenue and COGSYes
DL-002SuiteQLIncome and COGS by source typesame, grouped by transaction typeTrailing 12 monthsBasis disclosureYes
DL-003SuiteQLOpen invoices and billstransaction, foreignamountunpaidOn 2026-09-23AR, AP, past dueYes
DL-004SuiteQLInventory on handinventoryitemlocations join item, average costOn 2026-09-23DIOYes
DL-005SuiteQLBill payment applicationsnexttransactionlinelink, linktype Payment, VendPymt24 months, 1,004 billsDPO behaviorYes
DL-006SuiteQLInvoice payment applicationssame, CustPymt24 months, 737 invoicesDSO behaviorYes
DL-007SuiteQLQuarterly document volumestransaction by quarter8 quartersTrendYes

Adaptations from the prompt's template: the template's invoice-to-payment subquery uses createdfrom on the payment, which is not populated; payments are linked through nexttransactionlinelink. The open balance column is foreignamountunpaid. transaction.subsidiary is not exposed, so the elimination entity is excluded through the line-level subsidiary. Target DSO, DIO, and DPO are the analyst's proposals from the data, not user inputs, and are flagged for human confirmation.

Queries
SELECT a.accttype, SUM(CASE WHEN t.trandate > ADD_MONTHS(TRUNC(SYSDATE), -12) THEN -tal.amount ELSE 0 END) AS ttm, ...
FROM transactionaccountingline tal JOIN transaction t ON t.id = tal.transaction
JOIN transactionline tl ON tl.transaction = tal.transaction AND tl.id = tal.transactionline JOIN account a ON a.id = tal.account
WHERE tal.posting = 'T' AND a.accttype IN ('Income','COGS') AND tl.subsidiary <> 4 GROUP BY a.accttype

SELECT type, COUNT(*), SUM(ABS(foreignamountunpaid)), SUM(CASE WHEN TRUNC(SYSDATE) > TRUNC(duedate) THEN ABS(foreignamountunpaid) ELSE 0 END)
FROM transaction WHERE type IN ('CustInvc','VendBill') AND posting = 'T' AND foreignamountunpaid <> 0 GROUP BY type

SELECT SUM(iil.quantityonhand * NVL(iil.averagecostmli, NVL(i.averagecost, 0)))
FROM inventoryitemlocations iil JOIN item i ON i.id = iil.item WHERE iil.quantityonhand > 0

SELECT b.id, b.entity, b.trandate, b.duedate, ABS(b.foreigntotal), MAX(p.trandate)
FROM transaction b JOIN nexttransactionlinelink ntl ON ntl.previousdoc = b.id AND ntl.linktype = 'Payment'
JOIN transaction p ON p.id = ntl.nextdoc AND p.type = 'VendPymt'
WHERE b.type = 'VendBill' AND b.posting = 'T' AND b.trandate > ADD_MONTHS(TRUNC(SYSDATE), -24) GROUP BY ...

Appendix: Assumptions and Verification

AssumptionCategoryRationaleImpact if wrong
Ledger as posted is the primary basisMethodConventional; billing-document basis shown alongsideRatio levels, not the recommendations
DIO uses average cost of stock on handDataNetSuite's own valuationDIO level
Target DPO equals average termsBusiness logicNo supplier conversation requiredCash released from DPO
45-day DIO targetBusiness logicConsistent with fast-mover coverInventory cash released
Past-due receivables are collectibleBusiness logicUnknown; human reviewDSO cash may be a reserve instead
TestObjectiveResult
G1-001Targets achievablePass DPO target equals existing terms; DSO target equals current receivables; DIO target within observed cover for A items
G1-002Cash math (days x daily rate)Pass components sum to the cash tied up, $1,863,331
G1-003Timeline realisticPass phase 1 needs no investment
G1-004ROI positivePass phase 1 has no cost
G2-003Risks identifiedPass four risks with mitigations

Confidence: high on the DPO behavior and the quick win (1,004 paid bills, complete linkage); medium on the DSO cash (collectibility unknown); medium on DIO (valuation at average cost, target is a proposal). Every target setting and every supplier or customer action is flagged for human review per the prompt.

Analysis is read-only and derived from live SuiteQL. Customer- and vendor-specific actions require human review before any account change.SuiteStep, LLC